In [369]:
from glob import iglob
import pandas as pd
import pandas_profiling
%matplotlib inline
from matplotlib import pyplot as plt
import seaborn as sns
from pylab import rcParams
rcParams['figure.figsize'] = 8, 5
import numpy as np
In [370]:
%config InlineBackend.figure_format = 'svg'

Задача: 2. Выбрать датасет и провести его анализ

  • Выбрать данные
  • Составить список вопросов, по которым хотелось бы получить ответ в виде графиков (и расширять этот список вопросов в процессе выполнения задания)
  • Построить соответствующие визуализации

Выбрал данные.

Speed Dating Experiment What attributes influence the selection of a romantic partner?

Эксперимент по Быстрому Знакомству Какие атрибуты влияют на выбор романтического партнера?

https://www.kaggle.com/annavictoria/speed-dating-experiment/version/1

In [371]:
file_name = 'speed_dating_data.csv'
dating_data = pd.read_csv(file_name, index_col=0 ,sep=',', encoding = "ISO-8859-1", na_values='NaN')
In [372]:
dating_data.head(10)
Out[372]:
id gender idg condtn wave round position positin1 order partner ... attr3_3 sinc3_3 intel3_3 fun3_3 amb3_3 attr5_3 sinc5_3 intel5_3 fun5_3 amb5_3
iid
1 1.0 0 1 1 1 10 7 NaN 4 1 ... 5.0 7.0 7.0 7.0 7.0 NaN NaN NaN NaN NaN
1 1.0 0 1 1 1 10 7 NaN 3 2 ... 5.0 7.0 7.0 7.0 7.0 NaN NaN NaN NaN NaN
1 1.0 0 1 1 1 10 7 NaN 10 3 ... 5.0 7.0 7.0 7.0 7.0 NaN NaN NaN NaN NaN
1 1.0 0 1 1 1 10 7 NaN 5 4 ... 5.0 7.0 7.0 7.0 7.0 NaN NaN NaN NaN NaN
1 1.0 0 1 1 1 10 7 NaN 7 5 ... 5.0 7.0 7.0 7.0 7.0 NaN NaN NaN NaN NaN
1 1.0 0 1 1 1 10 7 NaN 6 6 ... 5.0 7.0 7.0 7.0 7.0 NaN NaN NaN NaN NaN
1 1.0 0 1 1 1 10 7 NaN 1 7 ... 5.0 7.0 7.0 7.0 7.0 NaN NaN NaN NaN NaN
1 1.0 0 1 1 1 10 7 NaN 2 8 ... 5.0 7.0 7.0 7.0 7.0 NaN NaN NaN NaN NaN
1 1.0 0 1 1 1 10 7 NaN 8 9 ... 5.0 7.0 7.0 7.0 7.0 NaN NaN NaN NaN NaN
1 1.0 0 1 1 1 10 7 NaN 9 10 ... 5.0 7.0 7.0 7.0 7.0 NaN NaN NaN NaN NaN

10 rows × 194 columns

In [373]:
print(dating_data.columns)
Index(['id', 'gender', 'idg', 'condtn', 'wave', 'round', 'position',
       'positin1', 'order', 'partner',
       ...
       'attr3_3', 'sinc3_3', 'intel3_3', 'fun3_3', 'amb3_3', 'attr5_3',
       'sinc5_3', 'intel5_3', 'fun5_3', 'amb5_3'],
      dtype='object', length=194)

Выполним профайлинг данных

In [376]:
pandas_profiling.ProfileReport(dating_data)
Out[376]:

Overview

Dataset info

Number of variables 195
Number of observations 8378
Total Missing (%) 26.4%
Total size in memory 12.5 MiB
Average record size in memory 1.5 KiB

Variables types

Numeric 178
Categorical 8
Boolean 6
Date 0
Text (Unique) 0
Rejected 3
Unsupported 0

Warnings

  • age has 95 / 1.1% missing values Missing
  • age_o has 104 / 1.2% missing values Missing
  • amb has 712 / 8.5% missing values Missing
  • amb1_1 has 99 / 1.2% missing values Missing
  • amb1_1 has 825 / 9.8% zeros Zeros
  • amb1_2 has 915 / 10.9% missing values Missing
  • amb1_2 has 894 / 10.7% zeros Zeros
  • amb1_3 has 4404 / 52.6% missing values Missing
  • amb1_3 has 428 / 5.1% zeros Zeros
  • amb1_s has 4282 / 51.1% missing values Missing
  • amb1_s has 166 / 2.0% zeros Zeros
  • amb2_1 has 89 / 1.1% missing values Missing
  • amb2_1 has 609 / 7.3% zeros Zeros
  • amb2_2 has 2603 / 31.1% missing values Missing
  • amb2_2 has 298 / 3.6% zeros Zeros
  • amb2_3 has 5419 / 64.7% missing values Missing
  • amb2_3 has 296 / 3.5% zeros Zeros
  • amb3_1 has 105 / 1.3% missing values Missing
  • amb3_2 has 915 / 10.9% missing values Missing
  • amb3_3 has 4404 / 52.6% missing values Missing
  • amb3_s has 4378 / 52.3% missing values Missing
  • amb4_1 has 1889 / 22.5% missing values Missing
  • amb4_1 has 563 / 6.7% zeros Zeros
  • amb4_2 has 2603 / 31.1% missing values Missing
  • amb4_2 has 467 / 5.6% zeros Zeros
  • amb4_3 has 5419 / 64.7% missing values Missing
  • amb4_3 has 290 / 3.5% zeros Zeros
  • amb5_1 has 3472 / 41.4% missing values Missing
  • amb5_2 has 4001 / 47.8% missing values Missing
  • amb5_3 has 6362 / 75.9% missing values Missing
  • amb7_2 has 6423 / 76.7% missing values Missing
  • amb7_2 has 536 / 6.4% zeros Zeros
  • amb7_3 has 6362 / 75.9% missing values Missing
  • amb7_3 has 509 / 6.1% zeros Zeros
  • amb_o has 722 / 8.6% missing values Missing
  • attr has 202 / 2.4% missing values Missing
  • attr1_2 has 933 / 11.1% missing values Missing
  • attr1_3 has 4404 / 52.6% missing values Missing
  • attr1_s has 4282 / 51.1% missing values Missing
  • attr2_2 has 2603 / 31.1% missing values Missing
  • attr2_3 has 5419 / 64.7% missing values Missing
  • attr3_1 has 105 / 1.3% missing values Missing
  • attr3_2 has 915 / 10.9% missing values Missing
  • attr3_3 has 4404 / 52.6% missing values Missing
  • attr3_s has 4378 / 52.3% missing values Missing
  • attr4_1 has 1889 / 22.5% missing values Missing
  • attr4_2 has 2603 / 31.1% missing values Missing
  • attr4_3 has 5419 / 64.7% missing values Missing
  • attr5_1 has 3472 / 41.4% missing values Missing
  • attr5_2 has 4001 / 47.8% missing values Missing
  • attr5_3 has 6362 / 75.9% missing values Missing
  • attr7_2 has 6394 / 76.3% missing values Missing
  • attr7_3 has 6362 / 75.9% missing values Missing
  • attr_o has 212 / 2.5% missing values Missing
  • career has 89 / 1.1% missing values Missing
  • career has a high cardinality: 368 distinct values Warning
  • career_c has 138 / 1.6% missing values Missing
  • date has 97 / 1.2% missing values Missing
  • date_3 has 4404 / 52.6% missing values Missing
  • date_3 has 2476 / 29.6% zeros Zeros
  • exphappy has 101 / 1.2% missing values Missing
  • expnum has 6578 / 78.5% missing values Missing
  • expnum has 114 / 1.4% zeros Zeros
  • field has a high cardinality: 260 distinct values Warning
  • from has a high cardinality: 270 distinct values Warning
  • fun has 350 / 4.2% missing values Missing
  • fun1_1 has 89 / 1.1% missing values Missing
  • fun1_2 has 915 / 10.9% missing values Missing
  • fun1_3 has 4404 / 52.6% missing values Missing
  • fun1_s has 4282 / 51.1% missing values Missing
  • fun2_2 has 2603 / 31.1% missing values Missing
  • fun2_3 has 5419 / 64.7% missing values Missing
  • fun3_1 has 105 / 1.3% missing values Missing
  • fun3_2 has 915 / 10.9% missing values Missing
  • fun3_3 has 4404 / 52.6% missing values Missing
  • fun3_s has 4378 / 52.3% missing values Missing
  • fun4_1 has 1889 / 22.5% missing values Missing
  • fun4_2 has 2603 / 31.1% missing values Missing
  • fun4_3 has 5419 / 64.7% missing values Missing
  • fun5_1 has 3472 / 41.4% missing values Missing
  • fun5_2 has 4001 / 47.8% missing values Missing
  • fun5_3 has 6362 / 75.9% missing values Missing
  • fun7_2 has 6394 / 76.3% missing values Missing
  • fun7_3 has 6362 / 75.9% missing values Missing
  • fun_o has 360 / 4.3% missing values Missing
  • idg is highly correlated with id (ρ = 0.99803) Rejected
  • income has 4099 / 48.9% missing values Missing
  • income has a high cardinality: 262 distinct values Warning
  • int_corr has 158 / 1.9% missing values Missing
  • intel has 296 / 3.5% missing values Missing
  • intel1_2 has 915 / 10.9% missing values Missing
  • intel1_2 has 151 / 1.8% zeros Zeros
  • intel1_3 has 4404 / 52.6% missing values Missing
  • intel1_s has 4282 / 51.1% missing values Missing
  • intel2_1 has 254 / 3.0% zeros Zeros
  • intel2_2 has 2603 / 31.1% missing values Missing
  • intel2_3 has 5419 / 64.7% missing values Missing
  • intel2_3 has 132 / 1.6% zeros Zeros
  • intel3_1 has 105 / 1.3% missing values Missing
  • intel3_2 has 915 / 10.9% missing values Missing
  • intel3_3 has 4404 / 52.6% missing values Missing
  • intel3_s has 4378 / 52.3% missing values Missing
  • intel4_1 has 1889 / 22.5% missing values Missing
  • intel4_1 has 125 / 1.5% zeros Zeros
  • intel4_2 has 2603 / 31.1% missing values Missing
  • intel4_2 has 98 / 1.2% zeros Zeros
  • intel4_3 has 5419 / 64.7% missing values Missing
  • intel4_3 has 93 / 1.1% zeros Zeros
  • intel5_1 has 3472 / 41.4% missing values Missing
  • intel5_2 has 4001 / 47.8% missing values Missing
  • intel5_3 has 6362 / 75.9% missing values Missing
  • intel7_2 has 6394 / 76.3% missing values Missing
  • intel7_3 has 6362 / 75.9% missing values Missing
  • intel7_3 has 85 / 1.0% zeros Zeros
  • intel_o has 306 / 3.7% missing values Missing
  • length has 915 / 10.9% missing values Missing
  • like has 240 / 2.9% missing values Missing
  • like_o has 250 / 3.0% missing values Missing
  • match_es has 1173 / 14.0% missing values Missing
  • match_es has 616 / 7.4% zeros Zeros
  • met has 375 / 4.5% missing values Missing
  • met has 4047 / 48.3% zeros Zeros
  • met_o has 385 / 4.6% missing values Missing
  • mn_sat has 5245 / 62.6% missing values Missing
  • mn_sat has a high cardinality: 69 distinct values Warning
  • num_in_3 has 7710 / 92.0% missing values Missing
  • num_in_3 has 159 / 1.9% zeros Zeros
  • numdat_2 has 945 / 11.3% missing values Missing
  • numdat_3 has 6882 / 82.1% missing values Missing
  • numdat_3 has 293 / 3.5% zeros Zeros
  • pf_o_amb has 107 / 1.3% missing values Missing
  • pf_o_amb has 825 / 9.8% zeros Zeros
  • pf_o_att has 89 / 1.1% missing values Missing
  • pf_o_fun has 98 / 1.2% missing values Missing
  • pf_o_int has 89 / 1.1% missing values Missing
  • pf_o_sha has 129 / 1.5% missing values Missing
  • pf_o_sha has 713 / 8.5% zeros Zeros
  • pf_o_sin has 89 / 1.1% missing values Missing
  • pf_o_sin has 208 / 2.5% zeros Zeros
  • pid is highly correlated with wave (ρ = 0.99671) Rejected
  • positin1 has 1846 / 22.0% missing values Missing
  • prob has 309 / 3.7% missing values Missing
  • prob_o has 318 / 3.8% missing values Missing
  • satis_2 has 915 / 10.9% missing values Missing
  • shar has 1067 / 12.7% missing values Missing
  • shar1_1 has 121 / 1.4% missing values Missing
  • shar1_1 has 713 / 8.5% zeros Zeros
  • shar1_2 has 915 / 10.9% missing values Missing
  • shar1_2 has 528 / 6.3% zeros Zeros
  • shar1_3 has 4404 / 52.6% missing values Missing
  • shar1_3 has 261 / 3.1% zeros Zeros
  • shar1_s has 4282 / 51.1% missing values Missing
  • shar1_s has 129 / 1.5% zeros Zeros
  • shar2_1 has 89 / 1.1% missing values Missing
  • shar2_1 has 553 / 6.6% zeros Zeros
  • shar2_2 has 2603 / 31.1% missing values Missing
  • shar2_2 has 303 / 3.6% zeros Zeros
  • shar2_3 has 6362 / 75.9% missing values Missing
  • shar2_3 has 154 / 1.8% zeros Zeros
  • shar4_1 has 1911 / 22.8% missing values Missing
  • shar4_1 has 271 / 3.2% zeros Zeros
  • shar4_2 has 2603 / 31.1% missing values Missing
  • shar4_2 has 288 / 3.4% zeros Zeros
  • shar4_3 has 5419 / 64.7% missing values Missing
  • shar4_3 has 131 / 1.6% zeros Zeros
  • shar7_2 has 6404 / 76.4% missing values Missing
  • shar7_2 has 213 / 2.5% zeros Zeros
  • shar7_3 has 6362 / 75.9% missing values Missing
  • shar7_3 has 316 / 3.8% zeros Zeros
  • shar_o has 1076 / 12.8% missing values Missing
  • sinc has 277 / 3.3% missing values Missing
  • sinc1_1 has 208 / 2.5% zeros Zeros
  • sinc1_2 has 915 / 10.9% missing values Missing
  • sinc1_2 has 205 / 2.4% zeros Zeros
  • sinc1_3 has 4404 / 52.6% missing values Missing
  • sinc1_3 has 145 / 1.7% zeros Zeros
  • sinc1_s has 4282 / 51.1% missing values Missing
  • sinc1_s has 88 / 1.1% zeros Zeros
  • sinc2_1 has 430 / 5.1% zeros Zeros
  • sinc2_2 has 2603 / 31.1% missing values Missing
  • sinc2_2 has 200 / 2.4% zeros Zeros
  • sinc2_3 has 5419 / 64.7% missing values Missing
  • sinc2_3 has 196 / 2.3% zeros Zeros
  • sinc3_1 has 105 / 1.3% missing values Missing
  • sinc3_2 has 915 / 10.9% missing values Missing
  • sinc3_3 has 4404 / 52.6% missing values Missing
  • sinc3_s has 4378 / 52.3% missing values Missing
  • sinc4_1 has 1889 / 22.5% missing values Missing
  • sinc4_1 has 363 / 4.3% zeros Zeros
  • sinc4_2 has 2603 / 31.1% missing values Missing
  • sinc4_2 has 195 / 2.3% zeros Zeros
  • sinc4_3 has 5419 / 64.7% missing values Missing
  • sinc4_3 has 138 / 1.6% zeros Zeros
  • sinc5_1 has 3472 / 41.4% missing values Missing
  • sinc5_2 has 4001 / 47.8% missing values Missing
  • sinc5_3 has 6362 / 75.9% missing values Missing
  • sinc7_2 has 6423 / 76.7% missing values Missing
  • sinc7_2 has 173 / 2.1% zeros Zeros
  • sinc7_3 has 6362 / 75.9% missing values Missing
  • sinc7_3 has 183 / 2.2% zeros Zeros
  • sinc_o has 287 / 3.4% missing values Missing
  • them_cal has 4404 / 52.6% missing values Missing
  • them_cal has 1975 / 23.6% zeros Zeros
  • tuition has 4795 / 57.2% missing values Missing
  • tuition has a high cardinality: 116 distinct values Warning
  • undergra has 3464 / 41.3% missing values Missing
  • undergra has a high cardinality: 242 distinct values Warning
  • wave is highly correlated with iid (ρ = 0.99671) Rejected
  • you_call has 4404 / 52.6% missing values Missing
  • you_call has 2430 / 29.0% zeros Zeros
  • zipcode has 1064 / 12.7% missing values Missing
  • zipcode has a high cardinality: 410 distinct values Warning

Variables

age
Numeric

Distinct count 25
Unique (%) 0.3%
Missing (%) 1.1%
Missing (n) 95
Infinite (%) 0.0%
Infinite (n) 0
Mean 26.359
Minimum 18
Maximum 55
Zeros (%) 0.0%

Quantile statistics

Minimum 18
5-th percentile 22
Q1 24
Median 26
Q3 28
95-th percentile 33
Maximum 55
Range 37
Interquartile range 4

Descriptive statistics

Standard deviation 3.5668
Coef of variation 0.13532
Kurtosis 3.6322
Mean 26.359
MAD 2.7727
Skewness 1.0696
Sum 218330
Variance 12.722
Memory size 65.5 KiB
Value Count Frequency (%)  
27.0 1059 12.6%
 
23.0 894 10.7%
 
26.0 869 10.4%
 
24.0 863 10.3%
 
25.0 837 10.0%
 
28.0 746 8.9%
 
22.0 655 7.8%
 
29.0 589 7.0%
 
30.0 574 6.9%
 
21.0 291 3.5%
 
Other values (14) 906 10.8%
 

Minimum 5 values

Value Count Frequency (%)  
18.0 10 0.1%
 
19.0 20 0.2%
 
20.0 55 0.7%
 
21.0 291 3.5%
 
22.0 655 7.8%
 

Maximum 5 values

Value Count Frequency (%)  
37.0 5 0.1%
 
38.0 19 0.2%
 
39.0 18 0.2%
 
42.0 20 0.2%
 
55.0 6 0.1%
 

age_o
Numeric

Distinct count 25
Unique (%) 0.3%
Missing (%) 1.2%
Missing (n) 104
Infinite (%) 0.0%
Infinite (n) 0
Mean 26.365
Minimum 18
Maximum 55
Zeros (%) 0.0%

Quantile statistics

Minimum 18
5-th percentile 22
Q1 24
Median 26
Q3 28
95-th percentile 33
Maximum 55
Range 37
Interquartile range 4

Descriptive statistics

Standard deviation 3.5636
Coef of variation 0.13517
Kurtosis 3.6459
Mean 26.365
MAD 2.7701
Skewness 1.0735
Sum 218140
Variance 12.7
Memory size 65.5 KiB
Value Count Frequency (%)  
27.0 1059 12.6%
 
23.0 894 10.7%
 
26.0 869 10.4%
 
24.0 863 10.3%
 
25.0 837 10.0%
 
28.0 746 8.9%
 
22.0 651 7.8%
 
29.0 589 7.0%
 
30.0 574 6.9%
 
21.0 289 3.4%
 
Other values (14) 903 10.8%
 

Minimum 5 values

Value Count Frequency (%)  
18.0 9 0.1%
 
19.0 19 0.2%
 
20.0 54 0.6%
 
21.0 289 3.4%
 
22.0 651 7.8%
 

Maximum 5 values

Value Count Frequency (%)  
37.0 5 0.1%
 
38.0 19 0.2%
 
39.0 18 0.2%
 
42.0 20 0.2%
 
55.0 6 0.1%
 

amb
Numeric

Distinct count 16
Unique (%) 0.2%
Missing (%) 8.5%
Missing (n) 712
Infinite (%) 0.0%
Infinite (n) 0
Mean 6.7775
Minimum 0
Maximum 10
Zeros (%) 0.1%

Quantile statistics

Minimum 0
5-th percentile 4
Q1 6
Median 7
Q3 8
95-th percentile 10
Maximum 10
Range 10
Interquartile range 2

Descriptive statistics

Standard deviation 1.7941
Coef of variation 0.26471
Kurtosis 0.16967
Mean 6.7775
MAD 1.4324
Skewness -0.39401
Sum 51956
Variance 3.2186
Memory size 65.5 KiB
Value Count Frequency (%)  
7.0 1681 20.1%
 
8.0 1509 18.0%
 
6.0 1425 17.0%
 
5.0 1106 13.2%
 
9.0 788 9.4%
 
10.0 470 5.6%
 
4.0 361 4.3%
 
3.0 173 2.1%
 
2.0 101 1.2%
 
1.0 42 0.5%
 
Other values (5) 10 0.1%
 
(Missing) 712 8.5%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 5 0.1%
 
1.0 42 0.5%
 
2.0 101 1.2%
 
3.0 173 2.1%
 
4.0 361 4.3%
 

Maximum 5 values

Value Count Frequency (%)  
8.0 1509 18.0%
 
8.5 1 0.0%
 
9.0 788 9.4%
 
9.5 1 0.0%
 
10.0 470 5.6%
 

amb1_1
Numeric

Distinct count 83
Unique (%) 1.0%
Missing (%) 1.2%
Missing (n) 99
Infinite (%) 0.0%
Infinite (n) 0
Mean 10.683
Minimum 0
Maximum 53
Zeros (%) 9.8%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 5
Median 10
Q3 15
95-th percentile 20
Maximum 53
Range 53
Interquartile range 10

Descriptive statistics

Standard deviation 6.1249
Coef of variation 0.57336
Kurtosis 1.8563
Mean 10.683
MAD 4.8896
Skewness 0.25323
Sum 88441
Variance 37.514
Memory size 65.5 KiB
Value Count Frequency (%)  
10.0 2009 24.0%
 
15.0 1182 14.1%
 
5.0 1159 13.8%
 
0.0 825 9.8%
 
20.0 515 6.1%
 
16.0 169 2.0%
 
18.0 147 1.8%
 
14.0 136 1.6%
 
8.0 117 1.4%
 
12.0 93 1.1%
 
Other values (72) 1927 23.0%
 
(Missing) 99 1.2%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 825 9.8%
 
1.0 46 0.5%
 
2.0 63 0.8%
 
2.33 20 0.2%
 
2.38 20 0.2%
 

Maximum 5 values

Value Count Frequency (%)  
20.41 10 0.1%
 
20.59 20 0.2%
 
25.0 37 0.4%
 
30.0 18 0.2%
 
53.0 10 0.1%
 

amb1_2
Numeric

Distinct count 74
Unique (%) 0.9%
Missing (%) 10.9%
Missing (n) 915
Infinite (%) 0.0%
Infinite (n) 0
Mean 9.9134
Minimum 0
Maximum 22.22
Zeros (%) 10.7%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 5
Median 10
Q3 15
95-th percentile 20
Maximum 22.22
Range 22.22
Interquartile range 10

Descriptive statistics

Standard deviation 5.6756
Coef of variation 0.57251
Kurtosis -0.74274
Mean 9.9134
MAD 4.3952
Skewness -0.14682
Sum 73984
Variance 32.212
Memory size 65.5 KiB
Value Count Frequency (%)  
10.0 2249 26.8%
 
5.0 1114 13.3%
 
0.0 894 10.7%
 
15.0 776 9.3%
 
20.0 429 5.1%
 
16.67 160 1.9%
 
16.0 110 1.3%
 
14.29 82 1.0%
 
11.11 66 0.8%
 
12.5 60 0.7%
 
Other values (63) 1523 18.2%
 
(Missing) 915 10.9%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 894 10.7%
 
1.0 30 0.4%
 
2.0 29 0.3%
 
2.5 20 0.2%
 
2.56 10 0.1%
 

Maximum 5 values

Value Count Frequency (%)  
18.6 16 0.2%
 
18.75 26 0.3%
 
18.87 10 0.1%
 
20.0 429 5.1%
 
22.22 20 0.2%
 

amb1_3
Numeric

Distinct count 57
Unique (%) 0.7%
Missing (%) 52.6%
Missing (n) 4404
Infinite (%) 0.0%
Infinite (n) 0
Mean 10.898
Minimum 0
Maximum 30
Zeros (%) 5.1%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 5
Median 10
Q3 15
95-th percentile 20
Maximum 30
Range 30
Interquartile range 10

Descriptive statistics

Standard deviation 5.9007
Coef of variation 0.54144
Kurtosis -0.66438
Mean 10.898
MAD 4.8758
Skewness -0.28292
Sum 43309
Variance 34.818
Memory size 65.5 KiB
Value Count Frequency (%)  
10.0 967 11.5%
 
15.0 605 7.2%
 
5.0 590 7.0%
 
0.0 428 5.1%
 
20.0 218 2.6%
 
16.67 86 1.0%
 
17.0 69 0.8%
 
17.39 66 0.8%
 
18.37 50 0.6%
 
15.69 40 0.5%
 
Other values (46) 855 10.2%
 
(Missing) 4404 52.6%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 428 5.1%
 
2.0 9 0.1%
 
3.0 24 0.3%
 
4.0 21 0.3%
 
5.0 590 7.0%
 

Maximum 5 values

Value Count Frequency (%)  
19.23 10 0.1%
 
19.57 20 0.2%
 
20.0 218 2.6%
 
22.5 20 0.2%
 
30.0 8 0.1%
 

amb1_s
Numeric

Distinct count 77
Unique (%) 0.9%
Missing (%) 51.1%
Missing (n) 4282
Infinite (%) 0.0%
Infinite (n) 0
Mean 11.145
Minimum 0
Maximum 23.81
Zeros (%) 2.0%

Quantile statistics

Minimum 0
5-th percentile 1
Q1 7
Median 10
Q3 15
95-th percentile 20
Maximum 23.81
Range 23.81
Interquartile range 8

Descriptive statistics

Standard deviation 5.514
Coef of variation 0.49477
Kurtosis -0.77734
Mean 11.145
MAD 4.6241
Skewness -0.1227
Sum 45648
Variance 30.404
Memory size 65.5 KiB
Value Count Frequency (%)  
10.0 718 8.6%
 
5.0 457 5.5%
 
15.0 341 4.1%
 
20.0 233 2.8%
 
0.0 166 2.0%
 
7.0 139 1.7%
 
8.0 124 1.5%
 
6.0 100 1.2%
 
16.67 87 1.0%
 
14.0 85 1.0%
 
Other values (66) 1646 19.6%
 
(Missing) 4282 51.1%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 166 2.0%
 
0.5 9 0.1%
 
1.0 57 0.7%
 
2.0 46 0.5%
 
2.38 5 0.1%
 

Maximum 5 values

Value Count Frequency (%)  
19.44 16 0.2%
 
19.61 40 0.5%
 
20.0 233 2.8%
 
21.95 20 0.2%
 
23.81 20 0.2%
 

amb2_1
Numeric

Distinct count 78
Unique (%) 0.9%
Missing (%) 1.1%
Missing (n) 89
Infinite (%) 0.0%
Infinite (n) 0
Mean 11.744
Minimum 0
Maximum 50
Zeros (%) 7.3%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 6
Median 10
Q3 15
95-th percentile 24.14
Maximum 50
Range 50
Interquartile range 9

Descriptive statistics

Standard deviation 6.8865
Coef of variation 0.58636
Kurtosis 2.0206
Mean 11.744
MAD 5.3878
Skewness 0.68406
Sum 97350
Variance 47.424
Memory size 65.5 KiB
Value Count Frequency (%)  
10.0 2264 27.0%
 
5.0 1236 14.8%
 
15.0 936 11.2%
 
20.0 712 8.5%
 
0.0 609 7.3%
 
25.0 214 2.6%
 
30.0 166 2.0%
 
14.29 124 1.5%
 
13.0 119 1.4%
 
16.0 113 1.3%
 
Other values (67) 1796 21.4%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 609 7.3%
 
1.0 82 1.0%
 
2.0 63 0.8%
 
2.78 20 0.2%
 
3.0 18 0.2%
 

Maximum 5 values

Value Count Frequency (%)  
24.14 20 0.2%
 
25.0 214 2.6%
 
30.0 166 2.0%
 
35.0 6 0.1%
 
50.0 21 0.3%
 

amb2_2
Numeric

Distinct count 77
Unique (%) 0.9%
Missing (%) 31.1%
Missing (n) 2603
Infinite (%) 0.0%
Infinite (n) 0
Mean 11.91
Minimum 0
Maximum 50
Zeros (%) 3.6%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 10
Median 10
Q3 15.09
95-th percentile 20
Maximum 50
Range 50
Interquartile range 5.09

Descriptive statistics

Standard deviation 6.3133
Coef of variation 0.53009
Kurtosis 5.0934
Mean 11.91
MAD 4.833
Skewness 1.0022
Sum 68779
Variance 39.858
Memory size 65.5 KiB
Value Count Frequency (%)  
10.0 1593 19.0%
 
5.0 777 9.3%
 
15.0 697 8.3%
 
20.0 391 4.7%
 
0.0 298 3.6%
 
16.67 144 1.7%
 
15.91 86 1.0%
 
3.0 82 1.0%
 
13.95 62 0.7%
 
14.89 56 0.7%
 
Other values (66) 1589 19.0%
 
(Missing) 2603 31.1%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 298 3.6%
 
1.0 18 0.2%
 
2.0 14 0.2%
 
3.0 82 1.0%
 
4.35 20 0.2%
 

Maximum 5 values

Value Count Frequency (%)  
22.22 20 0.2%
 
25.0 35 0.4%
 
30.0 42 0.5%
 
40.0 20 0.2%
 
50.0 21 0.3%
 

amb2_3
Numeric

Distinct count 18
Unique (%) 0.2%
Missing (%) 64.7%
Missing (n) 5419
Infinite (%) 0.0%
Infinite (n) 0
Mean 9.5262
Minimum 0
Maximum 50
Zeros (%) 3.5%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 6
Median 10
Q3 10
95-th percentile 20
Maximum 50
Range 50
Interquartile range 4

Descriptive statistics

Standard deviation 6.4031
Coef of variation 0.67216
Kurtosis 10.304
Mean 9.5262
MAD 4.1544
Skewness 2.0785
Sum 28188
Variance 41
Memory size 65.5 KiB
Value Count Frequency (%)  
10.0 878 10.5%
 
15.0 314 3.7%
 
0.0 296 3.5%
 
5.0 275 3.3%
 
7.0 251 3.0%
 
8.0 214 2.6%
 
20.0 208 2.5%
 
9.0 190 2.3%
 
6.0 136 1.6%
 
4.0 59 0.7%
 
Other values (7) 138 1.6%
 
(Missing) 5419 64.7%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 296 3.5%
 
2.0 20 0.2%
 
3.0 10 0.1%
 
4.0 59 0.7%
 
5.0 275 3.3%
 

Maximum 5 values

Value Count Frequency (%)  
15.0 314 3.7%
 
20.0 208 2.5%
 
25.0 42 0.5%
 
30.0 10 0.1%
 
50.0 21 0.3%
 

amb3_1
Numeric

Distinct count 10
Unique (%) 0.1%
Missing (%) 1.3%
Missing (n) 105
Infinite (%) 0.0%
Infinite (n) 0
Mean 7.5784
Minimum 2
Maximum 10
Zeros (%) 0.0%

Quantile statistics

Minimum 2
5-th percentile 4
Q1 7
Median 8
Q3 9
95-th percentile 10
Maximum 10
Range 8
Interquartile range 2

Descriptive statistics

Standard deviation 1.7783
Coef of variation 0.23466
Kurtosis 0.37491
Mean 7.5784
MAD 1.417
Skewness -0.77733
Sum 62696
Variance 3.1624
Memory size 65.5 KiB
Value Count Frequency (%)  
8.0 2028 24.2%
 
7.0 1662 19.8%
 
9.0 1612 19.2%
 
10.0 1121 13.4%
 
6.0 717 8.6%
 
5.0 629 7.5%
 
4.0 257 3.1%
 
3.0 151 1.8%
 
2.0 96 1.1%
 
(Missing) 105 1.3%
 

Minimum 5 values

Value Count Frequency (%)  
2.0 96 1.1%
 
3.0 151 1.8%
 
4.0 257 3.1%
 
5.0 629 7.5%
 
6.0 717 8.6%
 

Maximum 5 values

Value Count Frequency (%)  
6.0 717 8.6%
 
7.0 1662 19.8%
 
8.0 2028 24.2%
 
9.0 1612 19.2%
 
10.0 1121 13.4%
 

amb3_2
Numeric

Distinct count 10
Unique (%) 0.1%
Missing (%) 10.9%
Missing (n) 915
Infinite (%) 0.0%
Infinite (n) 0
Mean 7.4868
Minimum 2
Maximum 10
Zeros (%) 0.0%

Quantile statistics

Minimum 2
5-th percentile 4
Q1 7
Median 8
Q3 9
95-th percentile 10
Maximum 10
Range 8
Interquartile range 2

Descriptive statistics

Standard deviation 1.7446
Coef of variation 0.23303
Kurtosis 0.73827
Mean 7.4868
MAD 1.377
Skewness -0.85351
Sum 55874
Variance 3.0437
Memory size 65.5 KiB
Value Count Frequency (%)  
8.0 1847 22.0%
 
7.0 1590 19.0%
 
9.0 1497 17.9%
 
6.0 890 10.6%
 
10.0 766 9.1%
 
5.0 396 4.7%
 
4.0 201 2.4%
 
3.0 159 1.9%
 
2.0 117 1.4%
 
(Missing) 915 10.9%
 

Minimum 5 values

Value Count Frequency (%)  
2.0 117 1.4%
 
3.0 159 1.9%
 
4.0 201 2.4%
 
5.0 396 4.7%
 
6.0 890 10.6%
 

Maximum 5 values

Value Count Frequency (%)  
6.0 890 10.6%
 
7.0 1590 19.0%
 
8.0 1847 22.0%
 
9.0 1497 17.9%
 
10.0 766 9.1%
 

amb3_3
Numeric

Distinct count 12
Unique (%) 0.1%
Missing (%) 52.6%
Missing (n) 4404
Infinite (%) 0.0%
Infinite (n) 0
Mean 7.3915
Minimum 1
Maximum 12
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 4
Q1 6
Median 8
Q3 9
95-th percentile 10
Maximum 12
Range 11
Interquartile range 3

Descriptive statistics

Standard deviation 1.9614
Coef of variation 0.26536
Kurtosis 0.48199
Mean 7.3915
MAD 1.5269
Skewness -0.2935
Sum 29374
Variance 3.8472
Memory size 65.5 KiB
Value Count Frequency (%)  
7.0 870 10.4%
 
8.0 862 10.3%
 
9.0 839 10.0%
 
6.0 422 5.0%
 
5.0 299 3.6%
 
4.0 207 2.5%
 
10.0 185 2.2%
 
12.0 147 1.8%
 
3.0 91 1.1%
 
2.0 43 0.5%
 
(Missing) 4404 52.6%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 9 0.1%
 
2.0 43 0.5%
 
3.0 91 1.1%
 
4.0 207 2.5%
 
5.0 299 3.6%
 

Maximum 5 values

Value Count Frequency (%)  
7.0 870 10.4%
 
8.0 862 10.3%
 
9.0 839 10.0%
 
10.0 185 2.2%
 
12.0 147 1.8%
 

amb3_s
Numeric

Distinct count 10
Unique (%) 0.1%
Missing (%) 52.3%
Missing (n) 4378
Infinite (%) 0.0%
Infinite (n) 0
Mean 7.5892
Minimum 2
Maximum 10
Zeros (%) 0.0%

Quantile statistics

Minimum 2
5-th percentile 4
Q1 7
Median 8
Q3 9
95-th percentile 10
Maximum 10
Range 8
Interquartile range 2

Descriptive statistics

Standard deviation 1.7931
Coef of variation 0.23627
Kurtosis -0.14016
Mean 7.5892
MAD 1.4709
Skewness -0.70191
Sum 30357
Variance 3.2153
Memory size 65.5 KiB
Value Count Frequency (%)  
9.0 984 11.7%
 
8.0 842 10.1%
 
7.0 710 8.5%
 
10.0 501 6.0%
 
6.0 353 4.2%
 
5.0 338 4.0%
 
4.0 176 2.1%
 
3.0 81 1.0%
 
2.0 15 0.2%
 
(Missing) 4378 52.3%
 

Minimum 5 values

Value Count Frequency (%)  
2.0 15 0.2%
 
3.0 81 1.0%
 
4.0 176 2.1%
 
5.0 338 4.0%
 
6.0 353 4.2%
 

Maximum 5 values

Value Count Frequency (%)  
6.0 353 4.2%
 
7.0 710 8.5%
 
8.0 842 10.1%
 
9.0 984 11.7%
 
10.0 501 6.0%
 

amb4_1
Numeric

Distinct count 26
Unique (%) 0.3%
Missing (%) 22.5%
Missing (n) 1889
Infinite (%) 0.0%
Infinite (n) 0
Mean 9.7801
Minimum 0
Maximum 50
Zeros (%) 6.7%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 5
Median 10
Q3 15
95-th percentile 20
Maximum 50
Range 50
Interquartile range 10

Descriptive statistics

Standard deviation 6.9984
Coef of variation 0.71558
Kurtosis 5.3551
Mean 9.7801
MAD 4.9395
Skewness 1.5592
Sum 63463
Variance 48.978
Memory size 65.5 KiB
Value Count Frequency (%)  
10.0 1663 19.8%
 
5.0 1004 12.0%
 
15.0 748 8.9%
 
0.0 563 6.7%
 
20.0 466 5.6%
 
7.0 294 3.5%
 
8.0 282 3.4%
 
6.0 253 3.0%
 
9.0 207 2.5%
 
3.0 128 1.5%
 
Other values (15) 881 10.5%
 
(Missing) 1889 22.5%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 563 6.7%
 
1.0 122 1.5%
 
2.0 103 1.2%
 
3.0 128 1.5%
 
4.0 94 1.1%
 

Maximum 5 values

Value Count Frequency (%)  
25.0 108 1.3%
 
27.0 20 0.2%
 
30.0 84 1.0%
 
33.0 21 0.3%
 
50.0 34 0.4%
 

amb4_2
Numeric

Distinct count 25
Unique (%) 0.3%
Missing (%) 31.1%
Missing (n) 2603
Infinite (%) 0.0%
Infinite (n) 0
Mean 9.3425
Minimum 0
Maximum 35
Zeros (%) 5.6%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 5
Median 10
Q3 10
95-th percentile 20
Maximum 35
Range 35
Interquartile range 5

Descriptive statistics

Standard deviation 5.8563
Coef of variation 0.62685
Kurtosis 1.919
Mean 9.3425
MAD 4.2411
Skewness 0.98404
Sum 53953
Variance 34.297
Memory size 65.5 KiB
Value Count Frequency (%)  
10.0 1763 21.0%
 
5.0 862 10.3%
 
15.0 543 6.5%
 
0.0 467 5.6%
 
20.0 355 4.2%
 
7.0 344 4.1%
 
6.0 246 2.9%
 
9.0 236 2.8%
 
8.0 202 2.4%
 
3.0 124 1.5%
 
Other values (14) 633 7.6%
 
(Missing) 2603 31.1%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 467 5.6%
 
1.0 20 0.2%
 
2.0 77 0.9%
 
3.0 124 1.5%
 
4.0 120 1.4%
 

Maximum 5 values

Value Count Frequency (%)  
20.0 355 4.2%
 
25.0 30 0.4%
 
27.0 21 0.3%
 
30.0 63 0.8%
 
35.0 18 0.2%
 

amb4_3
Numeric

Distinct count 21
Unique (%) 0.3%
Missing (%) 64.7%
Missing (n) 5419
Infinite (%) 0.0%
Infinite (n) 0
Mean 9.2075
Minimum 0
Maximum 40
Zeros (%) 3.5%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 5
Median 9
Q3 10
95-th percentile 20
Maximum 40
Range 40
Interquartile range 5

Descriptive statistics

Standard deviation 6.3859
Coef of variation 0.69355
Kurtosis 3.9581
Mean 9.2075
MAD 4.4425
Skewness 1.4666
Sum 27245
Variance 40.779
Memory size 65.5 KiB
Value Count Frequency (%)  
10.0 773 9.2%
 
5.0 446 5.3%
 
0.0 290 3.5%
 
15.0 272 3.2%
 
7.0 216 2.6%
 
8.0 201 2.4%
 
20.0 164 2.0%
 
6.0 161 1.9%
 
9.0 144 1.7%
 
30.0 57 0.7%
 
Other values (10) 235 2.8%
 
(Missing) 5419 64.7%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 290 3.5%
 
1.0 20 0.2%
 
2.0 20 0.2%
 
3.0 56 0.7%
 
4.0 20 0.2%
 

Maximum 5 values

Value Count Frequency (%)  
18.0 18 0.2%
 
20.0 164 2.0%
 
25.0 19 0.2%
 
30.0 57 0.7%
 
40.0 19 0.2%
 

amb5_1
Numeric

Distinct count 11
Unique (%) 0.1%
Missing (%) 41.4%
Missing (n) 3472
Infinite (%) 0.0%
Infinite (n) 0
Mean 7.6176
Minimum 1
Maximum 10
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 4
Q1 7
Median 8
Q3 9
95-th percentile 10
Maximum 10
Range 9
Interquartile range 2

Descriptive statistics

Standard deviation 1.7731
Coef of variation 0.23276
Kurtosis 0.56449
Mean 7.6176
MAD 1.4389
Skewness -0.7619
Sum 37372
Variance 3.1439
Memory size 65.5 KiB
Value Count Frequency (%)  
9.0 1086 13.0%
 
7.0 1044 12.5%
 
8.0 912 10.9%
 
10.0 705 8.4%
 
6.0 599 7.1%
 
5.0 312 3.7%
 
4.0 130 1.6%
 
2.0 54 0.6%
 
3.0 49 0.6%
 
1.0 15 0.2%
 
(Missing) 3472 41.4%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 15 0.2%
 
2.0 54 0.6%
 
3.0 49 0.6%
 
4.0 130 1.6%
 
5.0 312 3.7%
 

Maximum 5 values

Value Count Frequency (%)  
6.0 599 7.1%
 
7.0 1044 12.5%
 
8.0 912 10.9%
 
9.0 1086 13.0%
 
10.0 705 8.4%
 

amb5_2
Numeric

Distinct count 9
Unique (%) 0.1%
Missing (%) 47.8%
Missing (n) 4001
Infinite (%) 0.0%
Infinite (n) 0
Mean 7.3322
Minimum 2
Maximum 10
Zeros (%) 0.0%

Quantile statistics

Minimum 2
5-th percentile 5
Q1 6
Median 7
Q3 8
95-th percentile 10
Maximum 10
Range 8
Interquartile range 2

Descriptive statistics

Standard deviation 1.5219
Coef of variation 0.20756
Kurtosis 0.20919
Mean 7.3322
MAD 1.2272
Skewness -0.36886
Sum 32093
Variance 2.316
Memory size 65.5 KiB
Value Count Frequency (%)  
7.0 1147 13.7%
 
8.0 1027 12.3%
 
6.0 708 8.5%
 
9.0 676 8.1%
 
5.0 344 4.1%
 
10.0 327 3.9%
 
4.0 115 1.4%
 
2.0 33 0.4%
 
(Missing) 4001 47.8%
 

Minimum 5 values

Value Count Frequency (%)  
2.0 33 0.4%
 
4.0 115 1.4%
 
5.0 344 4.1%
 
6.0 708 8.5%
 
7.0 1147 13.7%
 

Maximum 5 values

Value Count Frequency (%)  
6.0 708 8.5%
 
7.0 1147 13.7%
 
8.0 1027 12.3%
 
9.0 676 8.1%
 
10.0 327 3.9%
 

amb5_3
Numeric

Distinct count 10
Unique (%) 0.1%
Missing (%) 75.9%
Missing (n) 6362
Infinite (%) 0.0%
Infinite (n) 0
Mean 7.0486
Minimum 1
Maximum 10
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 4
Q1 6
Median 7
Q3 8
95-th percentile 10
Maximum 10
Range 9
Interquartile range 2

Descriptive statistics

Standard deviation 1.718
Coef of variation 0.24373
Kurtosis 1.1962
Mean 7.0486
MAD 1.2533
Skewness -0.722
Sum 14210
Variance 2.9515
Memory size 65.5 KiB
Value Count Frequency (%)  
7.0 610 7.3%
 
8.0 384 4.6%
 
6.0 328 3.9%
 
9.0 259 3.1%
 
5.0 161 1.9%
 
10.0 133 1.6%
 
4.0 85 1.0%
 
2.0 38 0.5%
 
1.0 18 0.2%
 
(Missing) 6362 75.9%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 18 0.2%
 
2.0 38 0.5%
 
4.0 85 1.0%
 
5.0 161 1.9%
 
6.0 328 3.9%
 

Maximum 5 values

Value Count Frequency (%)  
6.0 328 3.9%
 
7.0 610 7.3%
 
8.0 384 4.6%
 
9.0 259 3.1%
 
10.0 133 1.6%
 

amb7_2
Numeric

Distinct count 11
Unique (%) 0.1%
Missing (%) 76.7%
Missing (n) 6423
Infinite (%) 0.0%
Infinite (n) 0
Mean 7.287
Minimum 0
Maximum 20
Zeros (%) 6.4%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 5
Q3 10
95-th percentile 20
Maximum 20
Range 20
Interquartile range 10

Descriptive statistics

Standard deviation 6.1252
Coef of variation 0.84057
Kurtosis -0.78692
Mean 7.287
MAD 5.2725
Skewness 0.44742
Sum 14246
Variance 37.518
Memory size 65.5 KiB
Value Count Frequency (%)  
0.0 536 6.4%
 
5.0 527 6.3%
 
10.0 442 5.3%
 
15.0 169 2.0%
 
20.0 134 1.6%
 
14.0 56 0.7%
 
12.0 37 0.4%
 
16.0 30 0.4%
 
17.0 14 0.2%
 
3.0 10 0.1%
 
(Missing) 6423 76.7%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 536 6.4%
 
3.0 10 0.1%
 
5.0 527 6.3%
 
10.0 442 5.3%
 
12.0 37 0.4%
 

Maximum 5 values

Value Count Frequency (%)  
14.0 56 0.7%
 
15.0 169 2.0%
 
16.0 30 0.4%
 
17.0 14 0.2%
 
20.0 134 1.6%
 

amb7_3
Numeric

Distinct count 14
Unique (%) 0.2%
Missing (%) 75.9%
Missing (n) 6362
Infinite (%) 0.0%
Infinite (n) 0
Mean 7.8239
Minimum 0
Maximum 30
Zeros (%) 6.1%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 10
Q3 10
95-th percentile 20
Maximum 30
Range 30
Interquartile range 10

Descriptive statistics

Standard deviation 6.1005
Coef of variation 0.77973
Kurtosis -0.41762
Mean 7.8239
MAD 5.2076
Skewness 0.33373
Sum 15773
Variance 37.216
Memory size 65.5 KiB
Value Count Frequency (%)  
10.0 590 7.0%
 
0.0 509 6.1%
 
5.0 385 4.6%
 
15.0 309 3.7%
 
20.0 93 1.1%
 
3.0 24 0.3%
 
17.0 21 0.3%
 
14.0 21 0.3%
 
9.0 18 0.2%
 
13.0 14 0.2%
 
Other values (3) 32 0.4%
 
(Missing) 6362 75.9%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 509 6.1%
 
2.0 9 0.1%
 
3.0 24 0.3%
 
5.0 385 4.6%
 
7.0 14 0.2%
 

Maximum 5 values

Value Count Frequency (%)  
14.0 21 0.3%
 
15.0 309 3.7%
 
17.0 21 0.3%
 
20.0 93 1.1%
 
30.0 9 0.1%
 

amb_o
Numeric

Distinct count 16
Unique (%) 0.2%
Missing (%) 8.6%
Missing (n) 722
Infinite (%) 0.0%
Infinite (n) 0
Mean 6.7784
Minimum 0
Maximum 10
Zeros (%) 0.1%

Quantile statistics

Minimum 0
5-th percentile 4
Q1 6
Median 7
Q3 8
95-th percentile 10
Maximum 10
Range 10
Interquartile range 2

Descriptive statistics

Standard deviation 1.7941
Coef of variation 0.26468
Kurtosis 0.17125
Mean 6.7784
MAD 1.4322
Skewness -0.39439
Sum 51896
Variance 3.2187
Memory size 65.5 KiB
Value Count Frequency (%)  
7.0 1679 20.0%
 
8.0 1506 18.0%
 
6.0 1425 17.0%
 
5.0 1102 13.2%
 
9.0 788 9.4%
 
10.0 470 5.6%
 
4.0 361 4.3%
 
3.0 172 2.1%
 
2.0 101 1.2%
 
1.0 42 0.5%
 
Other values (5) 10 0.1%
 
(Missing) 722 8.6%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 5 0.1%
 
1.0 42 0.5%
 
2.0 101 1.2%
 
3.0 172 2.1%
 
4.0 361 4.3%
 

Maximum 5 values

Value Count Frequency (%)  
8.0 1506 18.0%
 
8.5 1 0.0%
 
9.0 788 9.4%
 
9.5 1 0.0%
 
10.0 470 5.6%
 

art
Numeric

Distinct count 12
Unique (%) 0.1%
Missing (%) 0.9%
Missing (n) 79
Infinite (%) 0.0%
Infinite (n) 0
Mean 6.7145
Minimum 0
Maximum 10
Zeros (%) 0.2%

Quantile statistics

Minimum 0
5-th percentile 3
Q1 5
Median 7
Q3 8
95-th percentile 10
Maximum 10
Range 10
Interquartile range 3

Descriptive statistics

Standard deviation 2.2634
Coef of variation 0.33709
Kurtosis -0.51058
Mean 6.7145
MAD 1.8739
Skewness -0.4761
Sum 55724
Variance 5.123
Memory size 65.5 KiB
Value Count Frequency (%)  
8.0 1750 20.9%
 
7.0 1350 16.1%
 
5.0 1001 11.9%
 
10.0 956 11.4%
 
6.0 894 10.7%
 
9.0 875 10.4%
 
3.0 618 7.4%
 
4.0 517 6.2%
 
2.0 228 2.7%
 
1.0 92 1.1%
 
(Missing) 79 0.9%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 18 0.2%
 
1.0 92 1.1%
 
2.0 228 2.7%
 
3.0 618 7.4%
 
4.0 517 6.2%
 

Maximum 5 values

Value Count Frequency (%)  
6.0 894 10.7%
 
7.0 1350 16.1%
 
8.0 1750 20.9%
 
9.0 875 10.4%
 
10.0 956 11.4%
 

attr
Numeric

Distinct count 18
Unique (%) 0.2%
Missing (%) 2.4%
Missing (n) 202
Infinite (%) 0.0%
Infinite (n) 0
Mean 6.19
Minimum 0
Maximum 10
Zeros (%) 0.1%

Quantile statistics

Minimum 0
5-th percentile 3
Q1 5
Median 6
Q3 8
95-th percentile 9
Maximum 10
Range 10
Interquartile range 3

Descriptive statistics

Standard deviation 1.9502
Coef of variation 0.31505
Kurtosis -0.099109
Mean 6.19
MAD 1.5507
Skewness -0.32095
Sum 50609
Variance 3.8032
Memory size 65.5 KiB
Value Count Frequency (%)  
6.0 1658 19.8%
 
7.0 1646 19.6%
 
5.0 1260 15.0%
 
8.0 1231 14.7%
 
4.0 749 8.9%
 
9.0 540 6.4%
 
3.0 390 4.7%
 
10.0 325 3.9%
 
2.0 244 2.9%
 
1.0 109 1.3%
 
Other values (7) 24 0.3%
 
(Missing) 202 2.4%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 8 0.1%
 
1.0 109 1.3%
 
2.0 244 2.9%
 
3.0 390 4.7%
 
3.5 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
8.5 1 0.0%
 
9.0 540 6.4%
 
9.5 3 0.0%
 
9.9 1 0.0%
 
10.0 325 3.9%
 

attr1_1
Numeric

Distinct count 95
Unique (%) 1.1%
Missing (%) 0.9%
Missing (n) 79
Infinite (%) 0.0%
Infinite (n) 0
Mean 22.515
Minimum 0
Maximum 100
Zeros (%) 0.3%

Quantile statistics

Minimum 0
5-th percentile 10
Q1 15
Median 20
Q3 25
95-th percentile 50
Maximum 100
Range 100
Interquartile range 10

Descriptive statistics

Standard deviation 12.588
Coef of variation 0.55909
Kurtosis 6.9827
Mean 22.515
MAD 8.7399
Skewness 2.1736
Sum 186850
Variance 158.45
Memory size 65.5 KiB
Value Count Frequency (%)  
20.0 1671 19.9%
 
15.0 868 10.4%
 
25.0 821 9.8%
 
10.0 807 9.6%
 
30.0 679 8.1%
 
40.0 360 4.3%
 
50.0 301 3.6%
 
35.0 212 2.5%
 
16.0 158 1.9%
 
15.38 136 1.6%
 
Other values (84) 2286 27.3%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 21 0.3%
 
2.0 9 0.1%
 
5.0 60 0.7%
 
6.67 19 0.2%
 
7.0 21 0.3%
 

Maximum 5 values

Value Count Frequency (%)  
75.0 38 0.5%
 
80.0 10 0.1%
 
90.0 9 0.1%
 
95.0 18 0.2%
 
100.0 10 0.1%
 

attr1_2
Numeric

Distinct count 78
Unique (%) 0.9%
Missing (%) 11.1%
Missing (n) 933
Infinite (%) 0.0%
Infinite (n) 0
Mean 26.217
Minimum 5
Maximum 85
Zeros (%) 0.0%

Quantile statistics

Minimum 5
5-th percentile 10
Q1 16.67
Median 20
Q3 30
95-th percentile 60
Maximum 85
Range 80
Interquartile range 13.33

Descriptive statistics

Standard deviation 14.389
Coef of variation 0.54883
Kurtosis 2.755
Mean 26.217
MAD 10.687
Skewness 1.6573
Sum 195190
Variance 207.03
Memory size 65.5 KiB
Value Count Frequency (%)  
20.0 1454 17.4%
 
30.0 1002 12.0%
 
25.0 669 8.0%
 
15.0 533 6.4%
 
40.0 451 5.4%
 
10.0 443 5.3%
 
50.0 425 5.1%
 
35.0 171 2.0%
 
60.0 163 1.9%
 
16.0 116 1.4%
 
Other values (67) 2018 24.1%
 
(Missing) 933 11.1%
 

Minimum 5 values

Value Count Frequency (%)  
5.0 22 0.3%
 
9.0 14 0.2%
 
10.0 443 5.3%
 
10.26 10 0.1%
 
11.9 10 0.1%
 

Maximum 5 values

Value Count Frequency (%)  
60.0 163 1.9%
 
70.0 76 0.9%
 
75.0 103 1.2%
 
80.0 20 0.2%
 
85.0 29 0.3%
 

attr1_3
Numeric

Distinct count 57
Unique (%) 0.7%
Missing (%) 52.6%
Missing (n) 4404
Infinite (%) 0.0%
Infinite (n) 0
Mean 24.385
Minimum 0
Maximum 80
Zeros (%) 0.1%

Quantile statistics

Minimum 0
5-th percentile 10
Q1 15.22
Median 20
Q3 30
95-th percentile 50
Maximum 80
Range 80
Interquartile range 14.78

Descriptive statistics

Standard deviation 13.712
Coef of variation 0.56233
Kurtosis 2.1377
Mean 24.385
MAD 10.424
Skewness 1.5138
Sum 96904
Variance 188.02
Memory size 65.5 KiB
Value Count Frequency (%)  
20.0 696 8.3%
 
15.0 434 5.2%
 
30.0 380 4.5%
 
50.0 290 3.5%
 
25.0 286 3.4%
 
10.0 262 3.1%
 
40.0 240 2.9%
 
16.67 136 1.6%
 
15.22 82 1.0%
 
18.0 81 1.0%
 
Other values (46) 1087 13.0%
 
(Missing) 4404 52.6%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 10 0.1%
 
5.0 56 0.7%
 
9.0 14 0.2%
 
9.52 5 0.1%
 
10.0 262 3.1%
 

Maximum 5 values

Value Count Frequency (%)  
50.0 290 3.5%
 
60.0 67 0.8%
 
70.0 47 0.6%
 
75.0 9 0.1%
 
80.0 18 0.2%
 

attr1_s
Numeric

Distinct count 74
Unique (%) 0.9%
Missing (%) 51.1%
Missing (n) 4282
Infinite (%) 0.0%
Infinite (n) 0
Mean 20.792
Minimum 3
Maximum 95
Zeros (%) 0.0%

Quantile statistics

Minimum 3
5-th percentile 7
Q1 14.81
Median 17.65
Q3 25
95-th percentile 50
Maximum 95
Range 92
Interquartile range 10.19

Descriptive statistics

Standard deviation 12.969
Coef of variation 0.62374
Kurtosis 8.0458
Mean 20.792
MAD 8.5763
Skewness 2.3878
Sum 85162
Variance 168.18
Memory size 65.5 KiB
Value Count Frequency (%)  
20.0 494 5.9%
 
30.0 310 3.7%
 
25.0 293 3.5%
 
15.0 268 3.2%
 
10.0 214 2.6%
 
8.0 202 2.4%
 
7.0 143 1.7%
 
16.67 110 1.3%
 
6.0 102 1.2%
 
50.0 96 1.1%
 
Other values (63) 1864 22.2%
 
(Missing) 4282 51.1%
 

Minimum 5 values

Value Count Frequency (%)  
3.0 6 0.1%
 
5.0 21 0.3%
 
6.0 102 1.2%
 
6.67 5 0.1%
 
7.0 143 1.7%
 

Maximum 5 values

Value Count Frequency (%)  
50.0 96 1.1%
 
55.0 18 0.2%
 
60.0 60 0.7%
 
80.0 36 0.4%
 
95.0 18 0.2%
 

attr2_1
Numeric

Distinct count 88
Unique (%) 1.1%
Missing (%) 0.9%
Missing (n) 79
Infinite (%) 0.0%
Infinite (n) 0
Mean 30.362
Minimum 0
Maximum 100
Zeros (%) 0.2%

Quantile statistics

Minimum 0
5-th percentile 14
Q1 20
Median 25
Q3 40
95-th percentile 60
Maximum 100
Range 100
Interquartile range 20

Descriptive statistics

Standard deviation 16.25
Coef of variation 0.5352
Kurtosis 2.6198
Mean 30.362
MAD 12.129
Skewness 1.529
Sum 251980
Variance 264.06
Memory size 65.5 KiB
Value Count Frequency (%)  
20.0 1313 15.7%
 
30.0 1260 15.0%
 
25.0 895 10.7%
 
50.0 745 8.9%
 
40.0 639 7.6%
 
15.0 377 4.5%
 
60.0 273 3.3%
 
35.0 268 3.2%
 
10.0 249 3.0%
 
18.0 127 1.5%
 
Other values (77) 2153 25.7%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 15 0.2%
 
9.09 26 0.3%
 
10.0 249 3.0%
 
11.63 20 0.2%
 
12.24 20 0.2%
 

Maximum 5 values

Value Count Frequency (%)  
75.0 28 0.3%
 
80.0 108 1.3%
 
90.0 31 0.4%
 
95.0 50 0.6%
 
100.0 19 0.2%
 

attr2_2
Numeric

Distinct count 82
Unique (%) 1.0%
Missing (%) 31.1%
Missing (n) 2603
Infinite (%) 0.0%
Infinite (n) 0
Mean 29.344
Minimum 0
Maximum 85
Zeros (%) 0.1%

Quantile statistics

Minimum 0
5-th percentile 14.55
Q1 19.15
Median 25
Q3 38.46
95-th percentile 60
Maximum 85
Range 85
Interquartile range 19.31

Descriptive statistics

Standard deviation 14.551
Coef of variation 0.49588
Kurtosis 1.1965
Mean 29.344
MAD 11.308
Skewness 1.2627
Sum 169460
Variance 211.74
Memory size 65.5 KiB
Value Count Frequency (%)  
30.0 797 9.5%
 
20.0 642 7.7%
 
25.0 601 7.2%
 
40.0 518 6.2%
 
50.0 440 5.3%
 
15.0 283 3.4%
 
60.0 191 2.3%
 
35.0 157 1.9%
 
70.0 116 1.4%
 
16.67 103 1.2%
 
Other values (71) 1927 23.0%
 
(Missing) 2603 31.1%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 10 0.1%
 
10.0 94 1.1%
 
11.54 20 0.2%
 
12.77 36 0.4%
 
13.0 20 0.2%
 

Maximum 5 values

Value Count Frequency (%)  
65.0 18 0.2%
 
70.0 116 1.4%
 
75.0 47 0.6%
 
80.0 17 0.2%
 
85.0 9 0.1%
 

attr2_3
Numeric

Distinct count 24
Unique (%) 0.3%
Missing (%) 64.7%
Missing (n) 5419
Infinite (%) 0.0%
Infinite (n) 0
Mean 24.971
Minimum 5
Maximum 80
Zeros (%) 0.0%

Quantile statistics

Minimum 5
5-th percentile 7
Q1 10
Median 20
Q3 35
95-th percentile 60
Maximum 80
Range 75
Interquartile range 25

Descriptive statistics

Standard deviation 17.008
Coef of variation 0.6811
Kurtosis 0.65948
Mean 24.971
MAD 13.454
Skewness 1.0689
Sum 73889
Variance 289.26
Memory size 65.5 KiB
Value Count Frequency (%)  
20.0 394 4.7%
 
30.0 319 3.8%
 
9.0 314 3.7%
 
25.0 301 3.6%
 
40.0 241 2.9%
 
10.0 226 2.7%
 
50.0 215 2.6%
 
8.0 208 2.5%
 
15.0 165 2.0%
 
60.0 120 1.4%
 
Other values (13) 456 5.4%
 
(Missing) 5419 64.7%
 

Minimum 5 values

Value Count Frequency (%)  
5.0 26 0.3%
 
6.0 66 0.8%
 
7.0 112 1.3%
 
8.0 208 2.5%
 
9.0 314 3.7%
 

Maximum 5 values

Value Count Frequency (%)  
50.0 215 2.6%
 
60.0 120 1.4%
 
65.0 14 0.2%
 
70.0 22 0.3%
 
80.0 46 0.5%
 

attr3_1
Numeric

Distinct count 10
Unique (%) 0.1%
Missing (%) 1.3%
Missing (n) 105
Infinite (%) 0.0%
Infinite (n) 0
Mean 7.0847
Minimum 2
Maximum 10
Zeros (%) 0.0%

Quantile statistics

Minimum 2
5-th percentile 5
Q1 6
Median 7
Q3 8
95-th percentile 9
Maximum 10
Range 8
Interquartile range 2

Descriptive statistics

Standard deviation 1.3958
Coef of variation 0.19701
Kurtosis 0.81286
Mean 7.0847
MAD 1.017
Skewness -0.58957
Sum 58612
Variance 1.9482
Memory size 65.5 KiB
Value Count Frequency (%)  
7.0 2914 34.8%
 
8.0 2217 26.5%
 
6.0 1100 13.1%
 
9.0 729 8.7%
 
5.0 642 7.7%
 
10.0 268 3.2%
 
4.0 238 2.8%
 
3.0 145 1.7%
 
2.0 20 0.2%
 
(Missing) 105 1.3%
 

Minimum 5 values

Value Count Frequency (%)  
2.0 20 0.2%
 
3.0 145 1.7%
 
4.0 238 2.8%
 
5.0 642 7.7%
 
6.0 1100 13.1%
 

Maximum 5 values

Value Count Frequency (%)  
6.0 1100 13.1%
 
7.0 2914 34.8%
 
8.0 2217 26.5%
 
9.0 729 8.7%
 
10.0 268 3.2%
 

attr3_2
Numeric

Distinct count 10
Unique (%) 0.1%
Missing (%) 10.9%
Missing (n) 915
Infinite (%) 0.0%
Infinite (n) 0
Mean 7.1253
Minimum 2
Maximum 10
Zeros (%) 0.0%

Quantile statistics

Minimum 2
5-th percentile 5
Q1 7
Median 7
Q3 8
95-th percentile 9
Maximum 10
Range 8
Interquartile range 1

Descriptive statistics

Standard deviation 1.3714
Coef of variation 0.19247
Kurtosis 1.0807
Mean 7.1253
MAD 1.0045
Skewness -0.60332
Sum 53176
Variance 1.8807
Memory size 65.5 KiB
Value Count Frequency (%)  
7.0 2608 31.1%
 
8.0 2137 25.5%
 
6.0 1040 12.4%
 
9.0 573 6.8%
 
5.0 488 5.8%
 
10.0 280 3.3%
 
4.0 201 2.4%
 
3.0 111 1.3%
 
2.0 25 0.3%
 
(Missing) 915 10.9%
 

Minimum 5 values

Value Count Frequency (%)  
2.0 25 0.3%
 
3.0 111 1.3%
 
4.0 201 2.4%
 
5.0 488 5.8%
 
6.0 1040 12.4%
 

Maximum 5 values

Value Count Frequency (%)  
6.0 1040 12.4%
 
7.0 2608 31.1%
 
8.0 2137 25.5%
 
9.0 573 6.8%
 
10.0 280 3.3%
 

attr3_3
Numeric

Distinct count 11
Unique (%) 0.1%
Missing (%) 52.6%
Missing (n) 4404
Infinite (%) 0.0%
Infinite (n) 0
Mean 7.2403
Minimum 2
Maximum 12
Zeros (%) 0.0%

Quantile statistics

Minimum 2
5-th percentile 4
Q1 7
Median 7
Q3 8
95-th percentile 9
Maximum 12
Range 10
Interquartile range 1

Descriptive statistics

Standard deviation 1.5766
Coef of variation 0.21775
Kurtosis 2.1286
Mean 7.2403
MAD 1.133
Skewness -0.046508
Sum 28773
Variance 2.4857
Memory size 65.5 KiB
Value Count Frequency (%)  
7.0 1302 15.5%
 
8.0 1102 13.2%
 
6.0 564 6.7%
 
9.0 463 5.5%
 
5.0 201 2.4%
 
4.0 118 1.4%
 
12.0 112 1.3%
 
3.0 55 0.7%
 
2.0 33 0.4%
 
10.0 24 0.3%
 
(Missing) 4404 52.6%
 

Minimum 5 values

Value Count Frequency (%)  
2.0 33 0.4%
 
3.0 55 0.7%
 
4.0 118 1.4%
 
5.0 201 2.4%
 
6.0 564 6.7%
 

Maximum 5 values

Value Count Frequency (%)  
7.0 1302 15.5%
 
8.0 1102 13.2%
 
9.0 463 5.5%
 
10.0 24 0.3%
 
12.0 112 1.3%
 

attr3_s
Numeric

Distinct count 10
Unique (%) 0.1%
Missing (%) 52.3%
Missing (n) 4378
Infinite (%) 0.0%
Infinite (n) 0
Mean 7.2112
Minimum 3
Maximum 10
Zeros (%) 0.0%

Quantile statistics

Minimum 3
5-th percentile 5
Q1 7
Median 7
Q3 8
95-th percentile 9
Maximum 10
Range 7
Interquartile range 1

Descriptive statistics

Standard deviation 1.4155
Coef of variation 0.19628
Kurtosis 0.61964
Mean 7.2112
MAD 1.0728
Skewness -0.60098
Sum 28845
Variance 2.0035
Memory size 65.5 KiB
Value Count Frequency (%)  
7.0 1267 15.1%
 
8.0 1262 15.1%
 
6.0 411 4.9%
 
9.0 367 4.4%
 
5.0 318 3.8%
 
10.0 176 2.1%
 
4.0 119 1.4%
 
3.0 70 0.8%
 
7.5 10 0.1%
 
(Missing) 4378 52.3%
 

Minimum 5 values

Value Count Frequency (%)  
3.0 70 0.8%
 
4.0 119 1.4%
 
5.0 318 3.8%
 
6.0 411 4.9%
 
7.0 1267 15.1%
 

Maximum 5 values

Value Count Frequency (%)  
7.0 1267 15.1%
 
7.5 10 0.1%
 
8.0 1262 15.1%
 
9.0 367 4.4%
 
10.0 176 2.1%
 

attr4_1
Numeric

Distinct count 34
Unique (%) 0.4%
Missing (%) 22.5%
Missing (n) 1889
Infinite (%) 0.0%
Infinite (n) 0
Mean 26.394
Minimum 5
Maximum 95
Zeros (%) 0.0%

Quantile statistics

Minimum 5
5-th percentile 8
Q1 10
Median 25
Q3 35
95-th percentile 50
Maximum 95
Range 90
Interquartile range 25

Descriptive statistics

Standard deviation 16.297
Coef of variation 0.61744
Kurtosis 1.5079
Mean 26.394
MAD 12.718
Skewness 1.0891
Sum 171270
Variance 265.59
Memory size 65.5 KiB
Value Count Frequency (%)  
30.0 1062 12.7%
 
20.0 842 10.1%
 
25.0 656 7.8%
 
50.0 611 7.3%
 
10.0 559 6.7%
 
40.0 489 5.8%
 
9.0 480 5.7%
 
8.0 433 5.2%
 
15.0 310 3.7%
 
35.0 212 2.5%
 
Other values (23) 835 10.0%
 
(Missing) 1889 22.5%
 

Minimum 5 values

Value Count Frequency (%)  
5.0 30 0.4%
 
6.0 55 0.7%
 
7.0 158 1.9%
 
8.0 433 5.2%
 
9.0 480 5.7%
 

Maximum 5 values

Value Count Frequency (%)  
75.0 41 0.5%
 
80.0 19 0.2%
 
85.0 20 0.2%
 
90.0 22 0.3%
 
95.0 18 0.2%
 

attr4_2
Numeric

Distinct count 28
Unique (%) 0.3%
Missing (%) 31.1%
Missing (n) 2603
Infinite (%) 0.0%
Infinite (n) 0
Mean 26.806
Minimum 6
Maximum 100
Zeros (%) 0.0%

Quantile statistics

Minimum 6
5-th percentile 8
Q1 10
Median 25
Q3 40
95-th percentile 60
Maximum 100
Range 94
Interquartile range 30

Descriptive statistics

Standard deviation 16.403
Coef of variation 0.6119
Kurtosis 1.4792
Mean 26.806
MAD 12.901
Skewness 1.063
Sum 154810
Variance 269.05
Memory size 65.5 KiB
Value Count Frequency (%)  
30.0 834 10.0%
 
20.0 730 8.7%
 
40.0 710 8.5%
 
25.0 660 7.9%
 
9.0 527 6.3%
 
50.0 439 5.2%
 
10.0 387 4.6%
 
8.0 338 4.0%
 
15.0 212 2.5%
 
7.0 184 2.2%
 
Other values (17) 754 9.0%
 
(Missing) 2603 31.1%
 

Minimum 5 values

Value Count Frequency (%)  
6.0 36 0.4%
 
7.0 184 2.2%
 
8.0 338 4.0%
 
9.0 527 6.3%
 
10.0 387 4.6%
 

Maximum 5 values

Value Count Frequency (%)  
70.0 51 0.6%
 
75.0 6 0.1%
 
80.0 50 0.6%
 
85.0 29 0.3%
 
100.0 15 0.2%
 

attr4_3
Numeric

Distinct count 24
Unique (%) 0.3%
Missing (%) 64.7%
Missing (n) 5419
Infinite (%) 0.0%
Infinite (n) 0
Mean 25.61
Minimum 0
Maximum 80
Zeros (%) 0.1%

Quantile statistics

Minimum 0
5-th percentile 7
Q1 10
Median 20
Q3 37
95-th percentile 60
Maximum 80
Range 80
Interquartile range 27

Descriptive statistics

Standard deviation 17.477
Coef of variation 0.68242
Kurtosis 0.56774
Mean 25.61
MAD 13.906
Skewness 1.0342
Sum 75781
Variance 305.45
Memory size 65.5 KiB
Value Count Frequency (%)  
20.0 375 4.5%
 
30.0 371 4.4%
 
40.0 281 3.4%
 
25.0 279 3.3%
 
9.0 261 3.1%
 
10.0 259 3.1%
 
8.0 193 2.3%
 
50.0 182 2.2%
 
7.0 180 2.1%
 
60.0 139 1.7%
 
Other values (13) 439 5.2%
 
(Missing) 5419 64.7%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 9 0.1%
 
6.0 50 0.6%
 
7.0 180 2.1%
 
8.0 193 2.3%
 
9.0 261 3.1%
 

Maximum 5 values

Value Count Frequency (%)  
50.0 182 2.2%
 
60.0 139 1.7%
 
70.0 28 0.3%
 
75.0 21 0.3%
 
80.0 44 0.5%
 

attr5_1
Numeric

Distinct count 10
Unique (%) 0.1%
Missing (%) 41.4%
Missing (n) 3472
Infinite (%) 0.0%
Infinite (n) 0
Mean 6.9419
Minimum 2
Maximum 10
Zeros (%) 0.0%

Quantile statistics

Minimum 2
5-th percentile 4
Q1 6
Median 7
Q3 8
95-th percentile 9
Maximum 10
Range 8
Interquartile range 2

Descriptive statistics

Standard deviation 1.4987
Coef of variation 0.21588
Kurtosis 0.84796
Mean 6.9419
MAD 1.0801
Skewness -0.64692
Sum 34057
Variance 2.246
Memory size 65.5 KiB
Value Count Frequency (%)  
7.0 1711 20.4%
 
8.0 1158 13.8%
 
6.0 734 8.8%
 
5.0 418 5.0%
 
9.0 406 4.8%
 
10.0 160 1.9%
 
4.0 150 1.8%
 
3.0 130 1.6%
 
2.0 39 0.5%
 
(Missing) 3472 41.4%
 

Minimum 5 values

Value Count Frequency (%)  
2.0 39 0.5%
 
3.0 130 1.6%
 
4.0 150 1.8%
 
5.0 418 5.0%
 
6.0 734 8.8%
 

Maximum 5 values

Value Count Frequency (%)  
6.0 734 8.8%
 
7.0 1711 20.4%
 
8.0 1158 13.8%
 
9.0 406 4.8%
 
10.0 160 1.9%
 

attr5_2
Numeric

Distinct count 10
Unique (%) 0.1%
Missing (%) 47.8%
Missing (n) 4001
Infinite (%) 0.0%
Infinite (n) 0
Mean 6.828
Minimum 2
Maximum 10
Zeros (%) 0.0%

Quantile statistics

Minimum 2
5-th percentile 4
Q1 6
Median 7
Q3 8
95-th percentile 9
Maximum 10
Range 8
Interquartile range 2

Descriptive statistics

Standard deviation 1.4111
Coef of variation 0.20666
Kurtosis 1.5157
Mean 6.828
MAD 1.0309
Skewness -0.84082
Sum 29886
Variance 1.9912
Memory size 65.5 KiB
Value Count Frequency (%)  
7.0 1598 19.1%
 
8.0 1040 12.4%
 
6.0 827 9.9%
 
5.0 331 4.0%
 
9.0 237 2.8%
 
4.0 107 1.3%
 
3.0 104 1.2%
 
10.0 78 0.9%
 
2.0 55 0.7%
 
(Missing) 4001 47.8%
 

Minimum 5 values

Value Count Frequency (%)  
2.0 55 0.7%
 
3.0 104 1.2%
 
4.0 107 1.3%
 
5.0 331 4.0%
 
6.0 827 9.9%
 

Maximum 5 values

Value Count Frequency (%)  
6.0 827 9.9%
 
7.0 1598 19.1%
 
8.0 1040 12.4%
 
9.0 237 2.8%
 
10.0 78 0.9%
 

attr5_3
Numeric

Distinct count 10
Unique (%) 0.1%
Missing (%) 75.9%
Missing (n) 6362
Infinite (%) 0.0%
Infinite (n) 0
Mean 6.81
Minimum 2
Maximum 10
Zeros (%) 0.0%

Quantile statistics

Minimum 2
5-th percentile 4
Q1 6
Median 7
Q3 8
95-th percentile 9
Maximum 10
Range 8
Interquartile range 2

Descriptive statistics

Standard deviation 1.5073
Coef of variation 0.22134
Kurtosis 1.5581
Mean 6.81
MAD 1.0856
Skewness -0.95616
Sum 13729
Variance 2.2721
Memory size 65.5 KiB
Value Count Frequency (%)  
7.0 747 8.9%
 
6.0 413 4.9%
 
8.0 388 4.6%
 
9.0 192 2.3%
 
5.0 92 1.1%
 
4.0 70 0.8%
 
2.0 46 0.5%
 
3.0 46 0.5%
 
10.0 22 0.3%
 
(Missing) 6362 75.9%
 

Minimum 5 values

Value Count Frequency (%)  
2.0 46 0.5%
 
3.0 46 0.5%
 
4.0 70 0.8%
 
5.0 92 1.1%
 
6.0 413 4.9%
 

Maximum 5 values

Value Count Frequency (%)  
6.0 413 4.9%
 
7.0 747 8.9%
 
8.0 388 4.6%
 
9.0 192 2.3%
 
10.0 22 0.3%
 

attr7_2
Numeric

Distinct count 17
Unique (%) 0.2%
Missing (%) 76.3%
Missing (n) 6394
Infinite (%) 0.0%
Infinite (n) 0
Mean 32.82
Minimum 10
Maximum 80
Zeros (%) 0.0%

Quantile statistics

Minimum 10
5-th percentile 10
Q1 20
Median 30
Q3 40
95-th percentile 70
Maximum 80
Range 70
Interquartile range 20

Descriptive statistics

Standard deviation 17.155
Coef of variation 0.52271
Kurtosis -0.29347
Mean 32.82
MAD 14.097
Skewness 0.71619
Sum 65114
Variance 294.3
Memory size 65.5 KiB
Value Count Frequency (%)  
30.0 376 4.5%
 
20.0 330 3.9%
 
50.0 239 2.9%
 
40.0 212 2.5%
 
10.0 208 2.5%
 
25.0 137 1.6%
 
60.0 117 1.4%
 
15.0 103 1.2%
 
70.0 84 1.0%
 
35.0 52 0.6%
 
Other values (6) 126 1.5%
 
(Missing) 6394 76.3%
 

Minimum 5 values

Value Count Frequency (%)  
10.0 208 2.5%
 
15.0 103 1.2%
 
16.0 14 0.2%
 
18.0 37 0.4%
 
20.0 330 3.9%
 

Maximum 5 values

Value Count Frequency (%)  
50.0 239 2.9%
 
60.0 117 1.4%
 
65.0 28 0.3%
 
70.0 84 1.0%
 
80.0 22 0.3%
 

attr7_3
Numeric

Distinct count 22
Unique (%) 0.3%
Missing (%) 75.9%
Missing (n) 6362
Infinite (%) 0.0%
Infinite (n) 0
Mean 31.33
Minimum 0
Maximum 80
Zeros (%) 0.3%

Quantile statistics

Minimum 0
5-th percentile 10
Q1 20
Median 25
Q3 40
95-th percentile 70
Maximum 80
Range 80
Interquartile range 20

Descriptive statistics

Standard deviation 17.552
Coef of variation 0.56021
Kurtosis -0.1472
Mean 31.33
MAD 14.238
Skewness 0.82429
Sum 63162
Variance 308.06
Memory size 65.5 KiB
Value Count Frequency (%)  
20.0 400 4.8%
 
30.0 274 3.3%
 
40.0 189 2.3%
 
25.0 188 2.2%
 
50.0 179 2.1%
 
15.0 163 1.9%
 
10.0 139 1.7%
 
60.0 119 1.4%
 
70.0 114 1.4%
 
35.0 50 0.6%
 
Other values (11) 201 2.4%
 
(Missing) 6362 75.9%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 24 0.3%
 
5.0 14 0.2%
 
9.0 14 0.2%
 
10.0 139 1.7%
 
15.0 163 1.9%
 

Maximum 5 values

Value Count Frequency (%)  
50.0 179 2.1%
 
60.0 119 1.4%
 
70.0 114 1.4%
 
75.0 19 0.2%
 
80.0 6 0.1%
 

attr_o
Numeric

Distinct count 19
Unique (%) 0.2%
Missing (%) 2.5%
Missing (n) 212
Infinite (%) 0.0%
Infinite (n) 0
Mean 6.1904
Minimum 0
Maximum 10.5
Zeros (%) 0.1%

Quantile statistics

Minimum 0
5-th percentile 3
Q1 5
Median 6
Q3 8
95-th percentile 9
Maximum 10.5
Range 10.5
Interquartile range 3

Descriptive statistics

Standard deviation 1.9503
Coef of variation 0.31505
Kurtosis -0.1014
Mean 6.1904
MAD 1.5511
Skewness -0.31916
Sum 50551
Variance 3.8037
Memory size 65.5 KiB
Value Count Frequency (%)  
6.0 1655 19.8%
 
7.0 1642 19.6%
 
5.0 1260 15.0%
 
8.0 1230 14.7%
 
4.0 748 8.9%
 
9.0 540 6.4%
 
3.0 390 4.7%
 
10.0 324 3.9%
 
2.0 244 2.9%
 
1.0 108 1.3%
 
Other values (8) 25 0.3%
 
(Missing) 212 2.5%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 8 0.1%
 
1.0 108 1.3%
 
2.0 244 2.9%
 
3.0 390 4.7%
 
3.5 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
9.0 540 6.4%
 
9.5 3 0.0%
 
9.9 1 0.0%
 
10.0 324 3.9%
 
10.5 1 0.0%
 

career
Categorical

Distinct count 368
Unique (%) 4.4%
Missing (%) 1.1%
Missing (n) 89
Finance
 
202
professor
 
199
Lawyer
 
154
Other values (364)
7734
Value Count Frequency (%)  
Finance 202 2.4%
 
professor 199 2.4%
 
Lawyer 154 1.8%
 
Professor 148 1.8%
 
Consulting 147 1.8%
 
Social Worker 136 1.6%
 
Law 121 1.4%
 
Business 103 1.2%
 
Academic 101 1.2%
 
Scientist 91 1.1%
 
Other values (357) 6887 82.2%
 
(Missing) 89 1.1%
 

career_c
Numeric

Distinct count 18
Unique (%) 0.2%
Missing (%) 1.6%
Missing (n) 138
Infinite (%) 0.0%
Infinite (n) 0
Mean 5.2778
Minimum 1
Maximum 17
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 2
Median 6
Q3 7
95-th percentile 11
Maximum 17
Range 16
Interquartile range 5

Descriptive statistics

Standard deviation 3.3095
Coef of variation 0.62707
Kurtosis -0.050606
Mean 5.2778
MAD 2.8372
Skewness 0.59119
Sum 43489
Variance 10.953
Memory size 65.5 KiB
Value Count Frequency (%)  
2.0 2320 27.7%
 
7.0 2170 25.9%
 
6.0 724 8.6%
 
1.0 675 8.1%
 
9.0 547 6.5%
 
4.0 421 5.0%
 
10.0 379 4.5%
 
3.0 261 3.1%
 
5.0 234 2.8%
 
11.0 220 2.6%
 
Other values (7) 289 3.4%
 
(Missing) 138 1.6%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 675 8.1%
 
2.0 2320 27.7%
 
3.0 261 3.1%
 
4.0 421 5.0%
 
5.0 234 2.8%
 

Maximum 5 values

Value Count Frequency (%)  
13.0 81 1.0%
 
14.0 10 0.1%
 
15.0 77 0.9%
 
16.0 44 0.5%
 
17.0 10 0.1%
 

clubbing
Numeric

Distinct count 12
Unique (%) 0.1%
Missing (%) 0.9%
Missing (n) 79
Infinite (%) 0.0%
Infinite (n) 0
Mean 5.746
Minimum 0
Maximum 10
Zeros (%) 0.2%

Quantile statistics

Minimum 0
5-th percentile 1
Q1 4
Median 6
Q3 8
95-th percentile 9
Maximum 10
Range 10
Interquartile range 4

Descriptive statistics

Standard deviation 2.5022
Coef of variation 0.43547
Kurtosis -0.83109
Mean 5.746
MAD 2.1042
Skewness -0.46429
Sum 47686
Variance 6.2611
Memory size 65.5 KiB
Value Count Frequency (%)  
8.0 1402 16.7%
 
7.0 1291 15.4%
 
6.0 1138 13.6%
 
9.0 982 11.7%
 
5.0 919 11.0%
 
1.0 761 9.1%
 
3.0 717 8.6%
 
4.0 619 7.4%
 
2.0 342 4.1%
 
10.0 110 1.3%
 
(Missing) 79 0.9%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 18 0.2%
 
1.0 761 9.1%
 
2.0 342 4.1%
 
3.0 717 8.6%
 
4.0 619 7.4%
 

Maximum 5 values

Value Count Frequency (%)  
6.0 1138 13.6%
 
7.0 1291 15.4%
 
8.0 1402 16.7%
 
9.0 982 11.7%
 
10.0 110 1.3%
 

concerts
Numeric

Distinct count 12
Unique (%) 0.1%
Missing (%) 0.9%
Missing (n) 79
Infinite (%) 0.0%
Infinite (n) 0
Mean 6.8254
Minimum 0
Maximum 10
Zeros (%) 0.2%

Quantile statistics

Minimum 0
5-th percentile 3
Q1 5
Median 7
Q3 8
95-th percentile 10
Maximum 10
Range 10
Interquartile range 3

Descriptive statistics

Standard deviation 2.1563
Coef of variation 0.31592
Kurtosis -0.23429
Mean 6.8254
MAD 1.7389
Skewness -0.538
Sum 56644
Variance 4.6496
Memory size 65.5 KiB
Value Count Frequency (%)  
7.0 1531 18.3%
 
8.0 1450 17.3%
 
6.0 1198 14.3%
 
9.0 1158 13.8%
 
5.0 888 10.6%
 
10.0 859 10.3%
 
4.0 475 5.7%
 
3.0 419 5.0%
 
2.0 227 2.7%
 
1.0 76 0.9%
 
(Missing) 79 0.9%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 18 0.2%
 
1.0 76 0.9%
 
2.0 227 2.7%
 
3.0 419 5.0%
 
4.0 475 5.7%
 

Maximum 5 values

Value Count Frequency (%)  
6.0 1198 14.3%
 
7.0 1531 18.3%
 
8.0 1450 17.3%
 
9.0 1158 13.8%
 
10.0 859 10.3%
 

condtn
Boolean

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 1.8288
2
6944
1
1434
Value Count Frequency (%)  
2 6944 82.9%
 
1 1434 17.1%
 

date
Numeric

Distinct count 8
Unique (%) 0.1%
Missing (%) 1.2%
Missing (n) 97
Infinite (%) 0.0%
Infinite (n) 0
Mean 5.0068
Minimum 1
Maximum 7
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 3
Q1 4
Median 5
Q3 6
95-th percentile 7
Maximum 7
Range 6
Interquartile range 2

Descriptive statistics

Standard deviation 1.4445
Coef of variation 0.28852
Kurtosis -0.53435
Mean 5.0068
MAD 1.1926
Skewness -0.37755
Sum 41461
Variance 2.0867
Memory size 65.5 KiB
Value Count Frequency (%)  
6.0 2094 25.0%
 
4.0 2040 24.3%
 
5.0 1528 18.2%
 
7.0 1434 17.1%
 
3.0 783 9.3%
 
2.0 308 3.7%
 
1.0 94 1.1%
 
(Missing) 97 1.2%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 94 1.1%
 
2.0 308 3.7%
 
3.0 783 9.3%
 
4.0 2040 24.3%
 
5.0 1528 18.2%
 

Maximum 5 values

Value Count Frequency (%)  
3.0 783 9.3%
 
4.0 2040 24.3%
 
5.0 1528 18.2%
 
6.0 2094 25.0%
 
7.0 1434 17.1%
 

date_3
Numeric

Distinct count 3
Unique (%) 0.0%
Missing (%) 52.6%
Missing (n) 4404
Infinite (%) 0.0%
Infinite (n) 0
Mean 0.37695
Minimum 0
Maximum 1
Zeros (%) 29.6%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 1
95-th percentile 1
Maximum 1
Range 1
Interquartile range 1

Descriptive statistics

Standard deviation 0.48468
Coef of variation 1.2858
Kurtosis -1.7428
Mean 0.37695
MAD 0.46972
Skewness 0.50801
Sum 1498
Variance 0.23492
Memory size 65.5 KiB
Value Count Frequency (%)  
0.0 2476 29.6%
 
1.0 1498 17.9%
 
(Missing) 4404 52.6%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 2476 29.6%
 
1.0 1498 17.9%
 

Maximum 5 values

Value Count Frequency (%)  
0.0 2476 29.6%
 
1.0 1498 17.9%
 

dec
Boolean

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.41991
0
4860
1
3518
Value Count Frequency (%)  
0 4860 58.0%
 
1 3518 42.0%
 

dec_o
Boolean

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.41955
0
4863
1
3515
Value Count Frequency (%)  
0 4863 58.0%
 
1 3515 42.0%
 

dining
Numeric

Distinct count 11
Unique (%) 0.1%
Missing (%) 0.9%
Missing (n) 79
Infinite (%) 0.0%
Infinite (n) 0
Mean 7.7838
Minimum 1
Maximum 10
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 5
Q1 7
Median 8
Q3 9
95-th percentile 10
Maximum 10
Range 9
Interquartile range 2

Descriptive statistics

Standard deviation 1.7549
Coef of variation 0.22545
Kurtosis 0.60626
Mean 7.7838
MAD 1.3955
Skewness -0.80806
Sum 64598
Variance 3.0796
Memory size 65.5 KiB
Value Count Frequency (%)  
8.0 1924 23.0%
 
9.0 1644 19.6%
 
10.0 1523 18.2%
 
7.0 1511 18.0%
 
6.0 712 8.5%
 
5.0 663 7.9%
 
4.0 156 1.9%
 
3.0 94 1.1%
 
2.0 38 0.5%
 
1.0 34 0.4%
 
(Missing) 79 0.9%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 34 0.4%
 
2.0 38 0.5%
 
3.0 94 1.1%
 
4.0 156 1.9%
 
5.0 663 7.9%
 

Maximum 5 values

Value Count Frequency (%)  
6.0 712 8.5%
 
7.0 1511 18.0%
 
8.0 1924 23.0%
 
9.0 1644 19.6%
 
10.0 1523 18.2%
 

exercise
Numeric

Distinct count 11
Unique (%) 0.1%
Missing (%) 0.9%
Missing (n) 79
Infinite (%) 0.0%
Infinite (n) 0
Mean 6.2458
Minimum 1
Maximum 10
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 2
Q1 5
Median 6
Q3 8
95-th percentile 10
Maximum 10
Range 9
Interquartile range 3

Descriptive statistics

Standard deviation 2.4189
Coef of variation 0.38728
Kurtosis -0.69696
Mean 6.2458
MAD 2.0088
Skewness -0.36916
Sum 51834
Variance 5.8509
Memory size 65.5 KiB
Value Count Frequency (%)  
8.0 1358 16.2%
 
7.0 1200 14.3%
 
6.0 1160 13.8%
 
5.0 1054 12.6%
 
9.0 902 10.8%
 
10.0 683 8.2%
 
4.0 608 7.3%
 
3.0 586 7.0%
 
2.0 454 5.4%
 
1.0 294 3.5%
 
(Missing) 79 0.9%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 294 3.5%
 
2.0 454 5.4%
 
3.0 586 7.0%
 
4.0 608 7.3%
 
5.0 1054 12.6%
 

Maximum 5 values

Value Count Frequency (%)  
6.0 1160 13.8%
 
7.0 1200 14.3%
 
8.0 1358 16.2%
 
9.0 902 10.8%
 
10.0 683 8.2%
 

exphappy
Numeric

Distinct count 11
Unique (%) 0.1%
Missing (%) 1.2%
Missing (n) 101
Infinite (%) 0.0%
Infinite (n) 0
Mean 5.5341
Minimum 1
Maximum 10
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 3
Q1 5
Median 6
Q3 7
95-th percentile 8
Maximum 10
Range 9
Interquartile range 2

Descriptive statistics

Standard deviation 1.7341
Coef of variation 0.31334
Kurtosis 0.15224
Mean 5.5341
MAD 1.3694
Skewness -0.13719
Sum 45806
Variance 3.007
Memory size 65.5 KiB
Value Count Frequency (%)  
5.0 2033 24.3%
 
6.0 2003 23.9%
 
7.0 1475 17.6%
 
4.0 793 9.5%
 
3.0 706 8.4%
 
8.0 513 6.1%
 
2.0 297 3.5%
 
9.0 216 2.6%
 
10.0 125 1.5%
 
1.0 116 1.4%
 
(Missing) 101 1.2%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 116 1.4%
 
2.0 297 3.5%
 
3.0 706 8.4%
 
4.0 793 9.5%
 
5.0 2033 24.3%
 

Maximum 5 values

Value Count Frequency (%)  
6.0 2003 23.9%
 
7.0 1475 17.6%
 
8.0 513 6.1%
 
9.0 216 2.6%
 
10.0 125 1.5%
 

expnum
Numeric

Distinct count 19
Unique (%) 0.2%
Missing (%) 78.5%
Missing (n) 6578
Infinite (%) 0.0%
Infinite (n) 0
Mean 5.5706
Minimum 0
Maximum 20
Zeros (%) 1.4%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 2
Median 4
Q3 8
95-th percentile 18
Maximum 20
Range 20
Interquartile range 6

Descriptive statistics

Standard deviation 4.7626
Coef of variation 0.85495
Kurtosis 1.4897
Mean 5.5706
MAD 3.6415
Skewness 1.3942
Sum 10027
Variance 22.682
Memory size 65.5 KiB
Value Count Frequency (%)  
3.0 270 3.2%
 
2.0 260 3.1%
 
5.0 230 2.7%
 
4.0 205 2.4%
 
10.0 178 2.1%
 
1.0 124 1.5%
 
0.0 114 1.4%
 
6.0 91 1.1%
 
8.0 51 0.6%
 
20.0 50 0.6%
 
Other values (8) 227 2.7%
 
(Missing) 6578 78.5%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 114 1.4%
 
1.0 124 1.5%
 
2.0 260 3.1%
 
3.0 270 3.2%
 
4.0 205 2.4%
 

Maximum 5 values

Value Count Frequency (%)  
14.0 18 0.2%
 
15.0 40 0.5%
 
18.0 36 0.4%
 
19.0 10 0.1%
 
20.0 50 0.6%
 

field
Categorical

Distinct count 260
Unique (%) 3.1%
Missing (%) 0.8%
Missing (n) 63
Business
 
521
MBA
 
468
Law
 
462
Other values (256)
6864
Value Count Frequency (%)  
Business 521 6.2%
 
MBA 468 5.6%
 
Law 462 5.5%
 
Social Work 378 4.5%
 
International Affairs 252 3.0%
 
Electrical Engineering 164 2.0%
 
Psychology 139 1.7%
 
law 123 1.5%
 
Finance 113 1.3%
 
business 110 1.3%
 
Other values (249) 5585 66.7%
 

field_cd
Numeric

Distinct count 19
Unique (%) 0.2%
Missing (%) 1.0%
Missing (n) 82
Infinite (%) 0.0%
Infinite (n) 0
Mean 7.6625
Minimum 1
Maximum 18
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 5
Median 8
Q3 10
95-th percentile 13.25
Maximum 18
Range 17
Interquartile range 5

Descriptive statistics

Standard deviation 3.7589
Coef of variation 0.49056
Kurtosis -0.46066
Mean 7.6625
MAD 2.9826
Skewness 0.013711
Sum 63568
Variance 14.13
Memory size 65.5 KiB
Value Count Frequency (%)  
8.0 1925 23.0%
 
10.0 993 11.9%
 
5.0 864 10.3%
 
13.0 709 8.5%
 
3.0 696 8.3%
 
1.0 665 7.9%
 
9.0 626 7.5%
 
11.0 468 5.6%
 
6.0 325 3.9%
 
7.0 241 2.9%
 
Other values (8) 784 9.4%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 665 7.9%
 
2.0 207 2.5%
 
3.0 696 8.3%
 
4.0 143 1.7%
 
5.0 864 10.3%
 

Maximum 5 values

Value Count Frequency (%)  
14.0 126 1.5%
 
15.0 187 2.2%
 
16.0 40 0.5%
 
17.0 10 0.1%
 
18.0 52 0.6%
 

from
Categorical

Distinct count 270
Unique (%) 3.2%
Missing (%) 0.9%
Missing (n) 79
New York
 
522
New Jersey
 
365
California
 
301
Other values (266)
7111
Value Count Frequency (%)  
New York 522 6.2%
 
New Jersey 365 4.4%
 
California 301 3.6%
 
China 139 1.7%
 
Italy 132 1.6%
 
New York City 130 1.6%
 
Boston 123 1.5%
 
Texas 120 1.4%
 
NYC 109 1.3%
 
India 107 1.3%
 
Other values (259) 6251 74.6%
 

fun
Numeric

Distinct count 17
Unique (%) 0.2%
Missing (%) 4.2%
Missing (n) 350
Infinite (%) 0.0%
Infinite (n) 0
Mean 6.4006
Minimum 0
Maximum 10
Zeros (%) 0.2%

Quantile statistics

Minimum 0
5-th percentile 3
Q1 5
Median 7
Q3 8
95-th percentile 9
Maximum 10
Range 10
Interquartile range 3

Descriptive statistics

Standard deviation 1.9537
Coef of variation 0.30524
Kurtosis 0.093476
Mean 6.4006
MAD 1.566
Skewness -0.45143
Sum 51384
Variance 3.817
Memory size 65.5 KiB
Value Count Frequency (%)  
7.0 1657 19.8%
 
6.0 1532 18.3%
 
8.0 1456 17.4%
 
5.0 1158 13.8%
 
4.0 607 7.2%
 
9.0 600 7.2%
 
10.0 388 4.6%
 
3.0 281 3.4%
 
2.0 220 2.6%
 
1.0 107 1.3%
 
Other values (6) 22 0.3%
 
(Missing) 350 4.2%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 14 0.2%
 
1.0 107 1.3%
 
2.0 220 2.6%
 
3.0 281 3.4%
 
4.0 607 7.2%
 

Maximum 5 values

Value Count Frequency (%)  
8.0 1456 17.4%
 
8.5 1 0.0%
 
9.0 600 7.2%
 
9.5 1 0.0%
 
10.0 388 4.6%
 

fun1_1
Numeric

Distinct count 72
Unique (%) 0.9%
Missing (%) 1.1%
Missing (n) 89
Infinite (%) 0.0%
Infinite (n) 0
Mean 17.457
Minimum 0
Maximum 50
Zeros (%) 0.4%

Quantile statistics

Minimum 0
5-th percentile 10
Q1 15
Median 18
Q3 20
95-th percentile 27
Maximum 50
Range 50
Interquartile range 5

Descriptive statistics

Standard deviation 6.0852
Coef of variation 0.34858
Kurtosis 2.8827
Mean 17.457
MAD 4.5179
Skewness 0.56681
Sum 144700
Variance 37.03
Memory size 65.5 KiB
Value Count Frequency (%)  
20.0 2237 26.7%
 
15.0 1213 14.5%
 
10.0 1179 14.1%
 
25.0 568 6.8%
 
30.0 296 3.5%
 
5.0 246 2.9%
 
18.0 214 2.6%
 
16.0 196 2.3%
 
17.0 133 1.6%
 
19.23 130 1.6%
 
Other values (61) 1877 22.4%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 32 0.4%
 
1.0 18 0.2%
 
2.0 9 0.1%
 
3.0 18 0.2%
 
5.0 246 2.9%
 

Maximum 5 values

Value Count Frequency (%)  
30.0 296 3.5%
 
35.0 29 0.3%
 
40.0 40 0.5%
 
45.0 10 0.1%
 
50.0 20 0.2%
 

fun1_2
Numeric

Distinct count 75
Unique (%) 0.9%
Missing (%) 10.9%
Missing (n) 915
Infinite (%) 0.0%
Infinite (n) 0
Mean 17.655
Minimum 0
Maximum 50
Zeros (%) 0.3%

Quantile statistics

Minimum 0
5-th percentile 10
Q1 15
Median 18.37
Q3 20
95-th percentile 30
Maximum 50
Range 50
Interquartile range 5

Descriptive statistics

Standard deviation 6.1297
Coef of variation 0.3472
Kurtosis 2.1106
Mean 17.655
MAD 4.568
Skewness 0.52098
Sum 131760
Variance 37.574
Memory size 65.5 KiB
Value Count Frequency (%)  
20.0 2193 26.2%
 
15.0 1136 13.6%
 
10.0 1057 12.6%
 
25.0 486 5.8%
 
30.0 339 4.0%
 
5.0 226 2.7%
 
18.0 150 1.8%
 
16.67 104 1.2%
 
16.0 103 1.2%
 
17.78 86 1.0%
 
Other values (64) 1583 18.9%
 
(Missing) 915 10.9%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 22 0.3%
 
1.0 21 0.3%
 
3.0 10 0.1%
 
5.0 226 2.7%
 
8.0 21 0.3%
 

Maximum 5 values

Value Count Frequency (%)  
30.0 339 4.0%
 
33.0 10 0.1%
 
35.0 18 0.2%
 
40.0 67 0.8%
 
50.0 10 0.1%
 

fun1_3
Numeric

Distinct count 54
Unique (%) 0.6%
Missing (%) 52.6%
Missing (n) 4404
Infinite (%) 0.0%
Infinite (n) 0
Mean 16.233
Minimum 0
Maximum 30
Zeros (%) 0.1%

Quantile statistics

Minimum 0
5-th percentile 10
Q1 14.81
Median 16.33
Q3 20
95-th percentile 25
Maximum 30
Range 30
Interquartile range 5.19

Descriptive statistics

Standard deviation 5.1638
Coef of variation 0.3181
Kurtosis 0.64923
Mean 16.233
MAD 3.9831
Skewness 0.022487
Sum 64512
Variance 26.665
Memory size 65.5 KiB
Value Count Frequency (%)  
20.0 973 11.6%
 
15.0 748 8.9%
 
10.0 698 8.3%
 
5.0 145 1.7%
 
30.0 133 1.6%
 
25.0 103 1.2%
 
16.67 102 1.2%
 
18.0 84 1.0%
 
17.0 62 0.7%
 
17.65 56 0.7%
 
Other values (43) 870 10.4%
 
(Missing) 4404 52.6%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 12 0.1%
 
3.0 10 0.1%
 
5.0 145 1.7%
 
7.5 20 0.2%
 
10.0 698 8.3%
 

Maximum 5 values

Value Count Frequency (%)  
20.83 20 0.2%
 
20.93 15 0.2%
 
22.0 18 0.2%
 
25.0 103 1.2%
 
30.0 133 1.6%
 

fun1_s
Numeric

Distinct count 65
Unique (%) 0.8%
Missing (%) 51.1%
Missing (n) 4282
Infinite (%) 0.0%
Infinite (n) 0
Mean 15.261
Minimum 1
Maximum 40
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 7
Q1 10
Median 15.91
Q3 20
95-th percentile 21.05
Maximum 40
Range 39
Interquartile range 10

Descriptive statistics

Standard deviation 5.357
Coef of variation 0.35103
Kurtosis 1.299
Mean 15.261
MAD 4.3304
Skewness 0.20836
Sum 62509
Variance 28.697
Memory size 65.5 KiB
Value Count Frequency (%)  
20.0 746 8.9%
 
10.0 669 8.0%
 
15.0 403 4.8%
 
8.0 160 1.9%
 
9.0 140 1.7%
 
16.67 139 1.7%
 
7.0 136 1.6%
 
18.0 121 1.4%
 
25.0 100 1.2%
 
17.02 73 0.9%
 
Other values (54) 1409 16.8%
 
(Missing) 4282 51.1%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 18 0.2%
 
2.0 6 0.1%
 
3.0 18 0.2%
 
5.0 62 0.7%
 
6.0 45 0.5%
 

Maximum 5 values

Value Count Frequency (%)  
23.0 18 0.2%
 
23.81 5 0.1%
 
25.0 100 1.2%
 
35.0 10 0.1%
 
40.0 19 0.2%
 

fun2_1
Numeric

Distinct count 75
Unique (%) 0.9%
Missing (%) 0.9%
Missing (n) 79
Infinite (%) 0.0%
Infinite (n) 0
Mean 18.423
Minimum 0
Maximum 50
Zeros (%) 1.0%

Quantile statistics

Minimum 0
5-th percentile 10
Q1 15
Median 20
Q3 20
95-th percentile 30
Maximum 50
Range 50
Interquartile range 5

Descriptive statistics

Standard deviation 6.5779
Coef of variation 0.35706
Kurtosis 1.3306
Mean 18.423
MAD 4.903
Skewness 0.1611
Sum 152890
Variance 43.269
Memory size 65.5 KiB
Value Count Frequency (%)  
20.0 2364 28.2%
 
15.0 1185 14.1%
 
10.0 1062 12.7%
 
25.0 755 9.0%
 
30.0 661 7.9%
 
18.0 168 2.0%
 
5.0 163 1.9%
 
16.67 118 1.4%
 
0.0 83 1.0%
 
18.18 80 1.0%
 
Other values (64) 1660 19.8%
 
(Missing) 79 0.9%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 83 1.0%
 
1.0 34 0.4%
 
3.0 18 0.2%
 
4.0 24 0.3%
 
5.0 163 1.9%
 

Maximum 5 values

Value Count Frequency (%)  
33.0 20 0.2%
 
35.0 14 0.2%
 
40.0 31 0.4%
 
44.0 10 0.1%
 
50.0 14 0.2%
 

fun2_2
Numeric

Distinct count 62
Unique (%) 0.7%
Missing (%) 31.1%
Missing (n) 2603
Infinite (%) 0.0%
Infinite (n) 0
Mean 17.967
Minimum 0
Maximum 40
Zeros (%) 0.9%

Quantile statistics

Minimum 0
5-th percentile 10
Q1 15
Median 18.52
Q3 20
95-th percentile 30
Maximum 40
Range 40
Interquartile range 5

Descriptive statistics

Standard deviation 6.1003
Coef of variation 0.33952
Kurtosis 1.7988
Mean 17.967
MAD 4.409
Skewness 0.16225
Sum 103760
Variance 37.214
Memory size 65.5 KiB
Value Count Frequency (%)  
20.0 1445 17.2%
 
15.0 779 9.3%
 
10.0 707 8.4%
 
25.0 524 6.3%
 
30.0 241 2.9%
 
16.67 159 1.9%
 
18.18 153 1.8%
 
5.0 122 1.5%
 
18.0 116 1.4%
 
0.0 73 0.9%
 
Other values (51) 1456 17.4%
 
(Missing) 2603 31.1%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 73 0.9%
 
2.0 20 0.2%
 
5.0 122 1.5%
 
7.69 20 0.2%
 
10.0 707 8.4%
 

Maximum 5 values

Value Count Frequency (%)  
25.0 524 6.3%
 
26.32 20 0.2%
 
30.0 241 2.9%
 
33.33 21 0.3%
 
40.0 64 0.8%
 

fun2_3
Numeric

Distinct count 17
Unique (%) 0.2%
Missing (%) 64.7%
Missing (n) 5419
Infinite (%) 0.0%
Infinite (n) 0
Mean 14.959
Minimum 0
Maximum 40
Zeros (%) 1.0%

Quantile statistics

Minimum 0
5-th percentile 5
Q1 9
Median 15
Q3 20
95-th percentile 30
Maximum 40
Range 40
Interquartile range 11

Descriptive statistics

Standard deviation 7.9355
Coef of variation 0.53048
Kurtosis 0.77117
Mean 14.959
MAD 6.6206
Skewness 0.74236
Sum 44264
Variance 62.972
Memory size 65.5 KiB
Value Count Frequency (%)  
20.0 880 10.5%
 
10.0 509 6.1%
 
8.0 302 3.6%
 
15.0 256 3.1%
 
9.0 226 2.7%
 
25.0 215 2.6%
 
7.0 178 2.1%
 
0.0 82 1.0%
 
40.0 77 0.9%
 
30.0 74 0.9%
 
Other values (6) 160 1.9%
 
(Missing) 5419 64.7%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 82 1.0%
 
3.0 10 0.1%
 
4.0 20 0.2%
 
5.0 52 0.6%
 
6.0 36 0.4%
 

Maximum 5 values

Value Count Frequency (%)  
19.0 21 0.3%
 
20.0 880 10.5%
 
25.0 215 2.6%
 
30.0 74 0.9%
 
40.0 77 0.9%
 

fun3_1
Numeric

Distinct count 10
Unique (%) 0.1%
Missing (%) 1.3%
Missing (n) 105
Infinite (%) 0.0%
Infinite (n) 0
Mean 7.7045
Minimum 2
Maximum 10
Zeros (%) 0.0%

Quantile statistics

Minimum 2
5-th percentile 5
Q1 7
Median 8
Q3 9
95-th percentile 10
Maximum 10
Range 8
Interquartile range 2

Descriptive statistics

Standard deviation 1.5643
Coef of variation 0.20304
Kurtosis 1.0152
Mean 7.7045
MAD 1.2289
Skewness -0.82495
Sum 63739
Variance 2.4471
Memory size 65.5 KiB
Value Count Frequency (%)  
8.0 2274 27.1%
 
9.0 1789 21.4%
 
7.0 1698 20.3%
 
6.0 957 11.4%
 
10.0 912 10.9%
 
5.0 363 4.3%
 
3.0 115 1.4%
 
4.0 104 1.2%
 
2.0 61 0.7%
 
(Missing) 105 1.3%
 

Minimum 5 values

Value Count Frequency (%)  
2.0 61 0.7%
 
3.0 115 1.4%
 
4.0 104 1.2%
 
5.0 363 4.3%
 
6.0 957 11.4%
 

Maximum 5 values

Value Count Frequency (%)  
6.0 957 11.4%
 
7.0 1698 20.3%
 
8.0 2274 27.1%
 
9.0 1789 21.4%
 
10.0 912 10.9%
 

fun3_2
Numeric

Distinct count 11
Unique (%) 0.1%
Missing (%) 10.9%
Missing (n) 915
Infinite (%) 0.0%
Infinite (n) 0
Mean 7.6022
Minimum 1
Maximum 10
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 5
Q1 7
Median 8
Q3 9
95-th percentile 10
Maximum 10
Range 9
Interquartile range 2

Descriptive statistics

Standard deviation 1.5482
Coef of variation 0.20365
Kurtosis 1.6339
Mean 7.6022
MAD 1.1952
Skewness -0.93625
Sum 56735
Variance 2.3969
Memory size 65.5 KiB
Value Count Frequency (%)  
8.0 2098 25.0%
 
7.0 1924 23.0%
 
9.0 1470 17.5%
 
6.0 675 8.1%
 
10.0 655 7.8%
 
5.0 342 4.1%
 
4.0 135 1.6%
 
3.0 93 1.1%
 
2.0 53 0.6%
 
1.0 18 0.2%
 
(Missing) 915 10.9%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 18 0.2%
 
2.0 53 0.6%
 
3.0 93 1.1%
 
4.0 135 1.6%
 
5.0 342 4.1%
 

Maximum 5 values

Value Count Frequency (%)  
6.0 675 8.1%
 
7.0 1924 23.0%
 
8.0 2098 25.0%
 
9.0 1470 17.5%
 
10.0 655 7.8%
 

fun3_3
Numeric

Distinct count 11
Unique (%) 0.1%
Missing (%) 52.6%
Missing (n) 4404
Infinite (%) 0.0%
Infinite (n) 0
Mean 7.6588
Minimum 2
Maximum 12
Zeros (%) 0.0%

Quantile statistics

Minimum 2
5-th percentile 5
Q1 7
Median 8
Q3 9
95-th percentile 10
Maximum 12
Range 10
Interquartile range 2

Descriptive statistics

Standard deviation 1.7447
Coef of variation 0.2278
Kurtosis 1.5648
Mean 7.6588
MAD 1.3032
Skewness -0.28237
Sum 30436
Variance 3.0439
Memory size 65.5 KiB
Value Count Frequency (%)  
8.0 1065 12.7%
 
7.0 986 11.8%
 
9.0 749 8.9%
 
6.0 452 5.4%
 
10.0 238 2.8%
 
5.0 193 2.3%
 
12.0 153 1.8%
 
2.0 60 0.7%
 
3.0 52 0.6%
 
4.0 26 0.3%
 
(Missing) 4404 52.6%
 

Minimum 5 values

Value Count Frequency (%)  
2.0 60 0.7%
 
3.0 52 0.6%
 
4.0 26 0.3%
 
5.0 193 2.3%
 
6.0 452 5.4%
 

Maximum 5 values

Value Count Frequency (%)  
7.0 986 11.8%
 
8.0 1065 12.7%
 
9.0 749 8.9%
 
10.0 238 2.8%
 
12.0 153 1.8%
 

fun3_s
Numeric

Distinct count 9
Unique (%) 0.1%
Missing (%) 52.3%
Missing (n) 4378
Infinite (%) 0.0%
Infinite (n) 0
Mean 7.6925
Minimum 3
Maximum 10
Zeros (%) 0.0%

Quantile statistics

Minimum 3
5-th percentile 5
Q1 7
Median 8
Q3 9
95-th percentile 10
Maximum 10
Range 7
Interquartile range 2

Descriptive statistics

Standard deviation 1.6268
Coef of variation 0.21148
Kurtosis 0.25215
Mean 7.6925
MAD 1.293
Skewness -0.62978
Sum 30770
Variance 2.6466
Memory size 65.5 KiB
Value Count Frequency (%)  
8.0 1015 12.1%
 
7.0 926 11.1%
 
9.0 712 8.5%
 
10.0 582 6.9%
 
6.0 372 4.4%
 
5.0 222 2.6%
 
3.0 86 1.0%
 
4.0 85 1.0%
 
(Missing) 4378 52.3%
 

Minimum 5 values

Value Count Frequency (%)  
3.0 86 1.0%
 
4.0 85 1.0%
 
5.0 222 2.6%
 
6.0 372 4.4%
 
7.0 926 11.1%
 

Maximum 5 values

Value Count Frequency (%)  
6.0 372 4.4%
 
7.0 926 11.1%
 
8.0 1015 12.1%
 
9.0 712 8.5%
 
10.0 582 6.9%
 

fun4_1
Numeric

Distinct count 23
Unique (%) 0.3%
Missing (%) 22.5%
Missing (n) 1889
Infinite (%) 0.0%
Infinite (n) 0
Mean 15.567
Minimum 0
Maximum 45
Zeros (%) 0.5%

Quantile statistics

Minimum 0
5-th percentile 5
Q1 10
Median 15
Q3 20
95-th percentile 30
Maximum 45
Range 45
Interquartile range 10

Descriptive statistics

Standard deviation 7.3283
Coef of variation 0.47076
Kurtosis -0.033756
Mean 15.567
MAD 6.1799
Skewness 0.50732
Sum 101010
Variance 53.703
Memory size 65.5 KiB
Value Count Frequency (%)  
20.0 1819 21.7%
 
10.0 1142 13.6%
 
15.0 808 9.6%
 
8.0 459 5.5%
 
30.0 458 5.5%
 
9.0 394 4.7%
 
25.0 388 4.6%
 
7.0 311 3.7%
 
5.0 252 3.0%
 
18.0 83 1.0%
 
Other values (12) 375 4.5%
 
(Missing) 1889 22.5%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 41 0.5%
 
1.0 18 0.2%
 
4.0 20 0.2%
 
5.0 252 3.0%
 
6.0 70 0.8%
 

Maximum 5 values

Value Count Frequency (%)  
23.0 21 0.3%
 
25.0 388 4.6%
 
30.0 458 5.5%
 
40.0 25 0.3%
 
45.0 14 0.2%
 

fun4_2
Numeric

Distinct count 23
Unique (%) 0.3%
Missing (%) 31.1%
Missing (n) 2603
Infinite (%) 0.0%
Infinite (n) 0
Mean 15.164
Minimum 0
Maximum 50
Zeros (%) 0.4%

Quantile statistics

Minimum 0
5-th percentile 6
Q1 9
Median 15
Q3 20
95-th percentile 30
Maximum 50
Range 50
Interquartile range 11

Descriptive statistics

Standard deviation 7.2901
Coef of variation 0.48076
Kurtosis 1.1631
Mean 15.164
MAD 5.9527
Skewness 0.84352
Sum 87571
Variance 53.146
Memory size 65.5 KiB
Value Count Frequency (%)  
20.0 1388 16.6%
 
10.0 1033 12.3%
 
15.0 820 9.8%
 
8.0 553 6.6%
 
25.0 398 4.8%
 
7.0 338 4.0%
 
9.0 295 3.5%
 
30.0 262 3.1%
 
5.0 207 2.5%
 
17.0 93 1.1%
 
Other values (12) 388 4.6%
 
(Missing) 2603 31.1%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 34 0.4%
 
5.0 207 2.5%
 
6.0 50 0.6%
 
7.0 338 4.0%
 
8.0 553 6.6%
 

Maximum 5 values

Value Count Frequency (%)  
25.0 398 4.8%
 
30.0 262 3.1%
 
33.0 10 0.1%
 
40.0 50 0.6%
 
50.0 15 0.2%
 

fun4_3
Numeric

Distinct count 16
Unique (%) 0.2%
Missing (%) 64.7%
Missing (n) 5419
Infinite (%) 0.0%
Infinite (n) 0
Mean 14.277
Minimum 0
Maximum 30
Zeros (%) 0.8%

Quantile statistics

Minimum 0
5-th percentile 6
Q1 9
Median 12
Q3 20
95-th percentile 25
Maximum 30
Range 30
Interquartile range 11

Descriptive statistics

Standard deviation 6.9279
Coef of variation 0.48525
Kurtosis -0.67842
Mean 14.277
MAD 6.0969
Skewness 0.34662
Sum 42245
Variance 47.995
Memory size 65.5 KiB
Value Count Frequency (%)  
20.0 821 9.8%
 
10.0 559 6.7%
 
8.0 379 4.5%
 
15.0 277 3.3%
 
9.0 192 2.3%
 
25.0 187 2.2%
 
30.0 121 1.4%
 
7.0 115 1.4%
 
6.0 106 1.3%
 
0.0 68 0.8%
 
Other values (5) 134 1.6%
 
(Missing) 5419 64.7%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 68 0.8%
 
3.0 10 0.1%
 
5.0 43 0.5%
 
6.0 106 1.3%
 
7.0 115 1.4%
 

Maximum 5 values

Value Count Frequency (%)  
17.0 21 0.3%
 
18.0 42 0.5%
 
20.0 821 9.8%
 
25.0 187 2.2%
 
30.0 121 1.4%
 

fun5_1
Numeric

Distinct count 10
Unique (%) 0.1%
Missing (%) 41.4%
Missing (n) 3472
Infinite (%) 0.0%
Infinite (n) 0
Mean 7.4262
Minimum 2
Maximum 10
Zeros (%) 0.0%

Quantile statistics

Minimum 2
5-th percentile 4
Q1 6
Median 8
Q3 9
95-th percentile 10
Maximum 10
Range 8
Interquartile range 3

Descriptive statistics

Standard deviation 1.7791
Coef of variation 0.23957
Kurtosis 0.26902
Mean 7.4262
MAD 1.4187
Skewness -0.69069
Sum 36433
Variance 3.1653
Memory size 65.5 KiB
Value Count Frequency (%)  
8.0 1118 13.3%
 
7.0 1109 13.2%
 
9.0 878 10.5%
 
6.0 573 6.8%
 
10.0 566 6.8%
 
5.0 299 3.6%
 
4.0 197 2.4%
 
3.0 111 1.3%
 
2.0 55 0.7%
 
(Missing) 3472 41.4%
 

Minimum 5 values

Value Count Frequency (%)  
2.0 55 0.7%
 
3.0 111 1.3%
 
4.0 197 2.4%
 
5.0 299 3.6%
 
6.0 573 6.8%
 

Maximum 5 values

Value Count Frequency (%)  
6.0 573 6.8%
 
7.0 1109 13.2%
 
8.0 1118 13.3%
 
9.0 878 10.5%
 
10.0 566 6.8%
 

fun5_2
Numeric

Distinct count 10
Unique (%) 0.1%
Missing (%) 47.8%
Missing (n) 4001
Infinite (%) 0.0%
Infinite (n) 0
Mean 7.2794
Minimum 2
Maximum 10
Zeros (%) 0.0%

Quantile statistics

Minimum 2
5-th percentile 4
Q1 6
Median 7
Q3 8
95-th percentile 10
Maximum 10
Range 8
Interquartile range 2

Descriptive statistics

Standard deviation 1.6475
Coef of variation 0.22632
Kurtosis 0.76601
Mean 7.2794
MAD 1.2835
Skewness -0.60846
Sum 31862
Variance 2.7142
Memory size 65.5 KiB
Value Count Frequency (%)  
8.0 1109 13.2%
 
7.0 1096 13.1%
 
6.0 730 8.7%
 
9.0 542 6.5%
 
10.0 396 4.7%
 
5.0 274 3.3%
 
4.0 116 1.4%
 
2.0 76 0.9%
 
3.0 38 0.5%
 
(Missing) 4001 47.8%
 

Minimum 5 values

Value Count Frequency (%)  
2.0 76 0.9%
 
3.0 38 0.5%
 
4.0 116 1.4%
 
5.0 274 3.3%
 
6.0 730 8.7%
 

Maximum 5 values

Value Count Frequency (%)  
6.0 730 8.7%
 
7.0 1096 13.1%
 
8.0 1109 13.2%
 
9.0 542 6.5%
 
10.0 396 4.7%
 

fun5_3
Numeric

Distinct count 11
Unique (%) 0.1%
Missing (%) 75.9%
Missing (n) 6362
Infinite (%) 0.0%
Infinite (n) 0
Mean 7.1553
Minimum 1
Maximum 10
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 5
Q1 6
Median 7
Q3 8
95-th percentile 10
Maximum 10
Range 9
Interquartile range 2

Descriptive statistics

Standard deviation 1.6728
Coef of variation 0.23378
Kurtosis 1.634
Mean 7.1553
MAD 1.2645
Skewness -0.73343
Sum 14425
Variance 2.7982
Memory size 65.5 KiB
Value Count Frequency (%)  
7.0 545 6.5%
 
8.0 441 5.3%
 
6.0 346 4.1%
 
9.0 250 3.0%
 
5.0 216 2.6%
 
10.0 155 1.9%
 
1.0 27 0.3%
 
3.0 15 0.2%
 
2.0 15 0.2%
 
4.0 6 0.1%
 
(Missing) 6362 75.9%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 27 0.3%
 
2.0 15 0.2%
 
3.0 15 0.2%
 
4.0 6 0.1%
 
5.0 216 2.6%
 

Maximum 5 values

Value Count Frequency (%)  
6.0 346 4.1%
 
7.0 545 6.5%
 
8.0 441 5.3%
 
9.0 250 3.0%
 
10.0 155 1.9%
 

fun7_2
Numeric

Distinct count 17
Unique (%) 0.2%
Missing (%) 76.3%
Missing (n) 6394
Infinite (%) 0.0%
Infinite (n) 0
Mean 18.868
Minimum 0
Maximum 50
Zeros (%) 0.4%

Quantile statistics

Minimum 0
5-th percentile 10
Q1 10
Median 20
Q3 24
95-th percentile 35
Maximum 50
Range 50
Interquartile range 14

Descriptive statistics

Standard deviation 8.536
Coef of variation 0.45239
Kurtosis 1.0059
Mean 18.868
MAD 6.4984
Skewness 0.76543
Sum 37435
Variance 72.863
Memory size 65.5 KiB
Value Count Frequency (%)  
20.0 549 6.6%
 
10.0 470 5.6%
 
15.0 318 3.8%
 
30.0 214 2.6%
 
25.0 146 1.7%
 
40.0 80 1.0%
 
18.0 37 0.4%
 
0.0 34 0.4%
 
16.0 29 0.3%
 
24.0 25 0.3%
 
Other values (6) 82 1.0%
 
(Missing) 6394 76.3%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 34 0.4%
 
5.0 21 0.3%
 
10.0 470 5.6%
 
15.0 318 3.8%
 
16.0 29 0.3%
 

Maximum 5 values

Value Count Frequency (%)  
27.0 15 0.2%
 
30.0 214 2.6%
 
35.0 6 0.1%
 
40.0 80 1.0%
 
50.0 15 0.2%
 

fun7_3
Numeric

Distinct count 17
Unique (%) 0.2%
Missing (%) 75.9%
Missing (n) 6362
Infinite (%) 0.0%
Infinite (n) 0
Mean 16.418
Minimum 0
Maximum 40
Zeros (%) 0.4%

Quantile statistics

Minimum 0
5-th percentile 5
Q1 10
Median 17
Q3 20
95-th percentile 30
Maximum 40
Range 40
Interquartile range 10

Descriptive statistics

Standard deviation 7.2313
Coef of variation 0.44045
Kurtosis 0.6021
Mean 16.418
MAD 5.8011
Skewness 0.39765
Sum 33099
Variance 52.292
Memory size 65.5 KiB
Value Count Frequency (%)  
20.0 642 7.7%
 
10.0 502 6.0%
 
15.0 308 3.7%
 
5.0 111 1.3%
 
25.0 108 1.3%
 
30.0 94 1.1%
 
18.0 42 0.5%
 
0.0 37 0.4%
 
22.0 36 0.4%
 
17.0 35 0.4%
 
Other values (6) 101 1.2%
 
(Missing) 6362 75.9%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 37 0.4%
 
3.0 10 0.1%
 
5.0 111 1.3%
 
7.0 14 0.2%
 
10.0 502 6.0%
 

Maximum 5 values

Value Count Frequency (%)  
22.0 36 0.4%
 
25.0 108 1.3%
 
30.0 94 1.1%
 
35.0 27 0.3%
 
40.0 22 0.3%
 

fun_o
Numeric

Distinct count 18
Unique (%) 0.2%
Missing (%) 4.3%
Missing (n) 360
Infinite (%) 0.0%
Infinite (n) 0
Mean 6.4006
Minimum 0
Maximum 11
Zeros (%) 0.2%

Quantile statistics

Minimum 0
5-th percentile 3
Q1 5
Median 7
Q3 8
95-th percentile 9
Maximum 11
Range 11
Interquartile range 3

Descriptive statistics

Standard deviation 1.9541
Coef of variation 0.3053
Kurtosis 0.095143
Mean 6.4006
MAD 1.5661
Skewness -0.45136
Sum 51320
Variance 3.8184
Memory size 65.5 KiB
Value Count Frequency (%)  
7.0 1657 19.8%
 
6.0 1529 18.3%
 
8.0 1453 17.3%
 
5.0 1157 13.8%
 
4.0 605 7.2%
 
9.0 600 7.2%
 
10.0 386 4.6%
 
3.0 281 3.4%
 
2.0 220 2.6%
 
1.0 107 1.3%
 
Other values (7) 23 0.3%
 
(Missing) 360 4.3%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 14 0.2%
 
1.0 107 1.3%
 
2.0 220 2.6%
 
3.0 281 3.4%
 
4.0 605 7.2%
 

Maximum 5 values

Value Count Frequency (%)  
8.5 1 0.0%
 
9.0 600 7.2%
 
9.5 1 0.0%
 
10.0 386 4.6%
 
11.0 1 0.0%
 

gaming
Numeric

Distinct count 13
Unique (%) 0.2%
Missing (%) 0.9%
Missing (n) 79
Infinite (%) 0.0%
Infinite (n) 0
Mean 3.8812
Minimum 0
Maximum 14
Zeros (%) 0.7%

Quantile statistics

Minimum 0
5-th percentile 1
Q1 2
Median 3
Q3 6
95-th percentile 8
Maximum 14
Range 14
Interquartile range 4

Descriptive statistics

Standard deviation 2.6205
Coef of variation 0.67518
Kurtosis 0.60464
Mean 3.8812
MAD 2.1937
Skewness 0.82102
Sum 32210
Variance 6.8671
Memory size 65.5 KiB
Value Count Frequency (%)  
1.0 1983 23.7%
 
2.0 1175 14.0%
 
3.0 1078 12.9%
 
5.0 1025 12.2%
 
6.0 761 9.1%
 
7.0 734 8.8%
 
4.0 710 8.5%
 
8.0 429 5.1%
 
9.0 220 2.6%
 
14.0 78 0.9%
 
Other values (2) 106 1.3%
 
(Missing) 79 0.9%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 59 0.7%
 
1.0 1983 23.7%
 
2.0 1175 14.0%
 
3.0 1078 12.9%
 
4.0 710 8.5%
 

Maximum 5 values

Value Count Frequency (%)  
7.0 734 8.8%
 
8.0 429 5.1%
 
9.0 220 2.6%
 
10.0 47 0.6%
 
14.0 78 0.9%
 

gender
Boolean

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.5006
1
4194
0
4184
Value Count Frequency (%)  
1 4194 50.1%
 
0 4184 49.9%
 

go_out
Numeric

Distinct count 8
Unique (%) 0.1%
Missing (%) 0.9%
Missing (n) 79
Infinite (%) 0.0%
Infinite (n) 0
Mean 2.1581
Minimum 1
Maximum 7
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 2
Q3 3
95-th percentile 4
Maximum 7
Range 6
Interquartile range 2

Descriptive statistics

Standard deviation 1.1052
Coef of variation 0.51214
Kurtosis 2.1274
Mean 2.1581
MAD 0.84235
Skewness 1.2042
Sum 17910
Variance 1.2216
Memory size 65.5 KiB
Value Count Frequency (%)  
2.0 2990 35.7%
 
1.0 2610 31.2%
 
3.0 1949 23.3%
 
4.0 450 5.4%
 
5.0 164 2.0%
 
6.0 99 1.2%
 
7.0 37 0.4%
 
(Missing) 79 0.9%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 2610 31.2%
 
2.0 2990 35.7%
 
3.0 1949 23.3%
 
4.0 450 5.4%
 
5.0 164 2.0%
 

Maximum 5 values

Value Count Frequency (%)  
3.0 1949 23.3%
 
4.0 450 5.4%
 
5.0 164 2.0%
 
6.0 99 1.2%
 
7.0 37 0.4%
 

goal
Numeric

Distinct count 7
Unique (%) 0.1%
Missing (%) 0.9%
Missing (n) 79
Infinite (%) 0.0%
Infinite (n) 0
Mean 2.1221
Minimum 1
Maximum 6
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 2
Q3 2
95-th percentile 6
Maximum 6
Range 5
Interquartile range 1

Descriptive statistics

Standard deviation 1.4072
Coef of variation 0.66312
Kurtosis 1.2832
Mean 2.1221
MAD 1.015
Skewness 1.478
Sum 17611
Variance 1.9802
Memory size 65.5 KiB
Value Count Frequency (%)  
1.0 3426 40.9%
 
2.0 3012 36.0%
 
3.0 631 7.5%
 
5.0 510 6.1%
 
6.0 419 5.0%
 
4.0 301 3.6%
 
(Missing) 79 0.9%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 3426 40.9%
 
2.0 3012 36.0%
 
3.0 631 7.5%
 
4.0 301 3.6%
 
5.0 510 6.1%
 

Maximum 5 values

Value Count Frequency (%)  
2.0 3012 36.0%
 
3.0 631 7.5%
 
4.0 301 3.6%
 
5.0 510 6.1%
 
6.0 419 5.0%
 

hiking
Numeric

Distinct count 12
Unique (%) 0.1%
Missing (%) 0.9%
Missing (n) 79
Infinite (%) 0.0%
Infinite (n) 0
Mean 5.7371
Minimum 0
Maximum 10
Zeros (%) 0.2%

Quantile statistics

Minimum 0
5-th percentile 1
Q1 4
Median 6
Q3 8
95-th percentile 10
Maximum 10
Range 10
Interquartile range 4

Descriptive statistics

Standard deviation 2.5702
Coef of variation 0.448
Kurtosis -1.0041
Mean 5.7371
MAD 2.1896
Skewness -0.16167
Sum 47612
Variance 6.606
Memory size 65.5 KiB
Value Count Frequency (%)  
8.0 1212 14.5%
 
7.0 1117 13.3%
 
6.0 1044 12.5%
 
3.0 944 11.3%
 
5.0 929 11.1%
 
9.0 688 8.2%
 
4.0 681 8.1%
 
2.0 680 8.1%
 
10.0 566 6.8%
 
1.0 420 5.0%
 
(Missing) 79 0.9%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 18 0.2%
 
1.0 420 5.0%
 
2.0 680 8.1%
 
3.0 944 11.3%
 
4.0 681 8.1%
 

Maximum 5 values

Value Count Frequency (%)  
6.0 1044 12.5%
 
7.0 1117 13.3%
 
8.0 1212 14.5%
 
9.0 688 8.2%
 
10.0 566 6.8%
 

id
Numeric

Distinct count 23
Unique (%) 0.3%
Missing (%) 0.0%
Missing (n) 1
Infinite (%) 0.0%
Infinite (n) 0
Mean 8.9602
Minimum 1
Maximum 22
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 4
Median 8
Q3 13
95-th percentile 19
Maximum 22
Range 21
Interquartile range 9

Descriptive statistics

Standard deviation 5.4913
Coef of variation 0.61285
Kurtosis -0.87163
Mean 8.9602
MAD 4.6434
Skewness 0.37688
Sum 75060
Variance 30.155
Memory size 65.5 KiB
Value Count Frequency (%)  
1.0 552 6.6%
 
2.0 552 6.6%
 
6.0 552 6.6%
 
4.0 547 6.5%
 
5.0 547 6.5%
 
3.0 541 6.5%
 
8.0 505 6.0%
 
7.0 505 6.0%
 
10.0 480 5.7%
 
9.0 479 5.7%
 
Other values (12) 3117 37.2%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 552 6.6%
 
2.0 552 6.6%
 
3.0 541 6.5%
 
4.0 547 6.5%
 
5.0 547 6.5%
 

Maximum 5 values

Value Count Frequency (%)  
18.0 237 2.8%
 
19.0 178 2.1%
 
20.0 160 1.9%
 
21.0 86 1.0%
 
22.0 43 0.5%
 

idg
Highly correlated

This variable is highly correlated with id and should be ignored for analysis

Correlation 0.99803

iid
Numeric

Distinct count 551
Unique (%) 6.6%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 283.68
Minimum 1
Maximum 552
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 34
Q1 154
Median 281
Q3 407
95-th percentile 533
Maximum 552
Range 551
Interquartile range 253

Descriptive statistics

Standard deviation 158.58
Coef of variation 0.55903
Kurtosis -1.1267
Mean 283.68
MAD 135.32
Skewness -0.0019407
Sum 2376637
Variance 25149
Memory size 65.5 KiB
Value Count Frequency (%)  
551 22 0.3%
 
517 22 0.3%
 
543 22 0.3%
 
516 22 0.3%
 
524 22 0.3%
 
532 22 0.3%
 
540 22 0.3%
 
548 22 0.3%
 
509 22 0.3%
 
525 22 0.3%
 
Other values (541) 8158 97.4%
 

Minimum 5 values

Value Count Frequency (%)  
1 10 0.1%
 
2 10 0.1%
 
3 10 0.1%
 
4 10 0.1%
 
5 10 0.1%
 

Maximum 5 values

Value Count Frequency (%)  
548 22 0.3%
 
549 22 0.3%
 
550 22 0.3%
 
551 22 0.3%
 
552 22 0.3%
 

imprace
Numeric

Distinct count 12
Unique (%) 0.1%
Missing (%) 0.9%
Missing (n) 79
Infinite (%) 0.0%
Infinite (n) 0
Mean 3.7848
Minimum 0
Maximum 10
Zeros (%) 0.1%

Quantile statistics

Minimum 0
5-th percentile 1
Q1 1
Median 3
Q3 6
95-th percentile 9
Maximum 10
Range 10
Interquartile range 5

Descriptive statistics

Standard deviation 2.8457
Coef of variation 0.75188
Kurtosis -0.91022
Mean 3.7848
MAD 2.4813
Skewness 0.65834
Sum 31410
Variance 8.0981
Memory size 65.5 KiB
Value Count Frequency (%)  
1.0 2798 33.4%
 
3.0 983 11.7%
 
2.0 954 11.4%
 
8.0 663 7.9%
 
5.0 657 7.8%
 
7.0 543 6.5%
 
6.0 524 6.3%
 
4.0 510 6.1%
 
9.0 409 4.9%
 
10.0 250 3.0%
 
(Missing) 79 0.9%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 8 0.1%
 
1.0 2798 33.4%
 
2.0 954 11.4%
 
3.0 983 11.7%
 
4.0 510 6.1%
 

Maximum 5 values

Value Count Frequency (%)  
6.0 524 6.3%
 
7.0 543 6.5%
 
8.0 663 7.9%
 
9.0 409 4.9%
 
10.0 250 3.0%
 

imprelig
Numeric

Distinct count 11
Unique (%) 0.1%
Missing (%) 0.9%
Missing (n) 79
Infinite (%) 0.0%
Infinite (n) 0
Mean 3.6516
Minimum 1
Maximum 10
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 3
Q3 6
95-th percentile 9
Maximum 10
Range 9
Interquartile range 5

Descriptive statistics

Standard deviation 2.8052
Coef of variation 0.76821
Kurtosis -0.69474
Mean 3.6516
MAD 2.4269
Skewness 0.74513
Sum 30305
Variance 7.8694
Memory size 65.5 KiB
Value Count Frequency (%)  
1.0 3032 36.2%
 
3.0 929 11.1%
 
2.0 863 10.3%
 
5.0 697 8.3%
 
6.0 661 7.9%
 
4.0 524 6.3%
 
8.0 517 6.2%
 
7.0 467 5.6%
 
10.0 327 3.9%
 
9.0 282 3.4%
 
(Missing) 79 0.9%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 3032 36.2%
 
2.0 863 10.3%
 
3.0 929 11.1%
 
4.0 524 6.3%
 
5.0 697 8.3%
 

Maximum 5 values

Value Count Frequency (%)  
6.0 661 7.9%
 
7.0 467 5.6%
 
8.0 517 6.2%
 
9.0 282 3.4%
 
10.0 327 3.9%
 

income
Categorical

Distinct count 262
Unique (%) 3.1%
Missing (%) 48.9%
Missing (n) 4099
55,080.00
 
124
53,229.00
 
41
25,401.00
 
39
Other values (258)
4075
(Missing)
4099
Value Count Frequency (%)  
55,080.00 124 1.5%
 
53,229.00 41 0.5%
 
25,401.00 39 0.5%
 
33,772.00 37 0.4%
 
78,704.00 37 0.4%
 
49,409.00 37 0.4%
 
80,006.00 34 0.4%
 
69,487.00 30 0.4%
 
52,010.00 29 0.3%
 
16,767.00 28 0.3%
 
Other values (251) 3843 45.9%
 
(Missing) 4099 48.9%
 

int_corr
Numeric

Distinct count 156
Unique (%) 1.9%
Missing (%) 1.9%
Missing (n) 158
Infinite (%) 0.0%
Infinite (n) 0
Mean 0.19601
Minimum -0.83
Maximum 0.91
Zeros (%) 0.9%

Quantile statistics

Minimum -0.83
5-th percentile -0.34
Q1 -0.02
Median 0.21
Q3 0.43
95-th percentile 0.65
Maximum 0.91
Range 1.74
Interquartile range 0.45

Descriptive statistics

Standard deviation 0.30354
Coef of variation 1.5486
Kurtosis -0.51742
Mean 0.19601
MAD 0.25008
Skewness -0.25981
Sum 1611.2
Variance 0.092136
Memory size 65.5 KiB
Value Count Frequency (%)  
0.31 140 1.7%
 
0.13 124 1.5%
 
0.24 116 1.4%
 
0.19 112 1.3%
 
0.11 112 1.3%
 
0.43 110 1.3%
 
0.09 109 1.3%
 
0.34 106 1.3%
 
0.32 106 1.3%
 
0.27 104 1.2%
 
Other values (145) 7081 84.5%
 
(Missing) 158 1.9%
 

Minimum 5 values

Value Count Frequency (%)  
-0.83 2 0.0%
 
-0.73 2 0.0%
 
-0.7 2 0.0%
 
-0.64 2 0.0%
 
-0.63 6 0.1%
 

Maximum 5 values

Value Count Frequency (%)  
0.85 8 0.1%
 
0.87 2 0.0%
 
0.88 2 0.0%
 
0.9 4 0.0%
 
0.91 2 0.0%
 

intel
Numeric

Distinct count 18
Unique (%) 0.2%
Missing (%) 3.5%
Missing (n) 296
Infinite (%) 0.0%
Infinite (n) 0
Mean 7.3686
Minimum 0
Maximum 10
Zeros (%) 0.1%

Quantile statistics

Minimum 0
5-th percentile 5
Q1 6
Median 7
Q3 8
95-th percentile 10
Maximum 10
Range 10
Interquartile range 2

Descriptive statistics

Standard deviation 1.5505
Coef of variation 0.21041
Kurtosis 0.75552
Mean 7.3686
MAD 1.2309
Skewness -0.5452
Sum 59553
Variance 2.4039
Memory size 65.5 KiB
Value Count Frequency (%)  
8.0 2199 26.2%
 
7.0 2023 24.1%
 
6.0 1155 13.8%
 
9.0 1106 13.2%
 
10.0 675 8.1%
 
5.0 630 7.5%
 
4.0 161 1.9%
 
3.0 69 0.8%
 
2.0 34 0.4%
 
1.0 13 0.2%
 
Other values (7) 17 0.2%
 
(Missing) 296 3.5%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 5 0.1%
 
1.0 13 0.2%
 
2.0 34 0.4%
 
2.5 1 0.0%
 
3.0 69 0.8%
 

Maximum 5 values

Value Count Frequency (%)  
8.0 2199 26.2%
 
8.5 2 0.0%
 
9.0 1106 13.2%
 
9.5 1 0.0%
 
10.0 675 8.1%
 

intel1_1
Numeric

Distinct count 66
Unique (%) 0.8%
Missing (%) 0.9%
Missing (n) 79
Infinite (%) 0.0%
Infinite (n) 0
Mean 20.266
Minimum 0
Maximum 50
Zeros (%) 1.0%

Quantile statistics

Minimum 0
5-th percentile 10
Q1 17.39
Median 20
Q3 23.81
95-th percentile 30
Maximum 50
Range 50
Interquartile range 6.42

Descriptive statistics

Standard deviation 6.783
Coef of variation 0.33471
Kurtosis 3.1464
Mean 20.266
MAD 4.4255
Skewness 0.57874
Sum 168180
Variance 46.009
Memory size 65.5 KiB
Value Count Frequency (%)  
20.0 2715 32.4%
 
25.0 989 11.8%
 
30.0 649 7.7%
 
15.0 634 7.6%
 
10.0 610 7.3%
 
18.0 298 3.6%
 
19.0 135 1.6%
 
35.0 135 1.6%
 
16.0 130 1.6%
 
19.23 90 1.1%
 
Other values (55) 1914 22.8%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 83 1.0%
 
1.0 28 0.3%
 
2.0 9 0.1%
 
5.0 89 1.1%
 
8.0 22 0.3%
 

Maximum 5 values

Value Count Frequency (%)  
35.0 135 1.6%
 
40.0 69 0.8%
 
42.86 14 0.2%
 
45.0 31 0.4%
 
50.0 48 0.6%
 

intel1_2
Numeric

Distinct count 68
Unique (%) 0.8%
Missing (%) 10.9%
Missing (n) 915
Infinite (%) 0.0%
Infinite (n) 0
Mean 17.814
Minimum 0
Maximum 40
Zeros (%) 1.8%

Quantile statistics

Minimum 0
5-th percentile 5
Q1 15
Median 19.05
Q3 20
95-th percentile 30
Maximum 40
Range 40
Interquartile range 5

Descriptive statistics

Standard deviation 6.5359
Coef of variation 0.3669
Kurtosis 1.8808
Mean 17.814
MAD 4.658
Skewness 0.094876
Sum 132940
Variance 42.718
Memory size 65.5 KiB
Value Count Frequency (%)  
20.0 2283 27.2%
 
15.0 1039 12.4%
 
10.0 882 10.5%
 
25.0 473 5.6%
 
30.0 358 4.3%
 
5.0 207 2.5%
 
18.0 188 2.2%
 
0.0 151 1.8%
 
19.0 120 1.4%
 
40.0 115 1.4%
 
Other values (57) 1647 19.7%
 
(Missing) 915 10.9%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 151 1.8%
 
1.0 20 0.2%
 
2.0 29 0.3%
 
5.0 207 2.5%
 
7.0 21 0.3%
 

Maximum 5 values

Value Count Frequency (%)  
23.81 16 0.2%
 
25.0 473 5.6%
 
30.0 358 4.3%
 
35.0 14 0.2%
 
40.0 115 1.4%
 

intel1_3
Numeric

Distinct count 45
Unique (%) 0.5%
Missing (%) 52.6%
Missing (n) 4404
Infinite (%) 0.0%
Infinite (n) 0
Mean 19.411
Minimum 0
Maximum 45
Zeros (%) 0.3%

Quantile statistics

Minimum 0
5-th percentile 10
Q1 16.67
Median 20
Q3 20
95-th percentile 30
Maximum 45
Range 45
Interquartile range 3.33

Descriptive statistics

Standard deviation 6.1245
Coef of variation 0.31551
Kurtosis 2.6106
Mean 19.411
MAD 4.0983
Skewness 0.75202
Sum 77141
Variance 37.51
Memory size 65.5 KiB
Value Count Frequency (%)  
20.0 1254 15.0%
 
10.0 438 5.2%
 
15.0 407 4.9%
 
25.0 390 4.7%
 
30.0 270 3.2%
 
16.67 162 1.9%
 
18.0 146 1.7%
 
17.39 68 0.8%
 
40.0 63 0.8%
 
19.61 56 0.7%
 
Other values (34) 720 8.6%
 
(Missing) 4404 52.6%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 21 0.3%
 
5.0 19 0.2%
 
10.0 438 5.2%
 
13.0 21 0.3%
 
15.0 407 4.9%
 

Maximum 5 values

Value Count Frequency (%)  
25.0 390 4.7%
 
30.0 270 3.2%
 
35.0 18 0.2%
 
40.0 63 0.8%
 
45.0 18 0.2%
 

intel1_s
Numeric

Distinct count 65
Unique (%) 0.8%
Missing (%) 51.1%
Missing (n) 4282
Infinite (%) 0.0%
Infinite (n) 0
Mean 17.244
Minimum 0
Maximum 40
Zeros (%) 0.3%

Quantile statistics

Minimum 0
5-th percentile 7
Q1 10
Median 18.42
Q3 20
95-th percentile 30
Maximum 40
Range 40
Interquartile range 10

Descriptive statistics

Standard deviation 6.5964
Coef of variation 0.38254
Kurtosis 0.5035
Mean 17.244
MAD 5.0178
Skewness 0.10922
Sum 70630
Variance 43.513
Memory size 65.5 KiB
Value Count Frequency (%)  
20.0 859 10.3%
 
10.0 444 5.3%
 
30.0 273 3.3%
 
15.0 216 2.6%
 
9.0 148 1.8%
 
8.0 134 1.6%
 
25.0 127 1.5%
 
18.0 112 1.3%
 
7.0 102 1.2%
 
6.0 81 1.0%
 
Other values (54) 1600 19.1%
 
(Missing) 4282 51.1%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 28 0.3%
 
1.0 18 0.2%
 
4.0 6 0.1%
 
5.0 66 0.8%
 
6.0 81 1.0%
 

Maximum 5 values

Value Count Frequency (%)  
24.32 20 0.2%
 
25.0 127 1.5%
 
30.0 273 3.3%
 
35.0 6 0.1%
 
40.0 29 0.3%
 

intel2_1
Numeric

Distinct count 79
Unique (%) 0.9%
Missing (%) 0.9%
Missing (n) 79
Infinite (%) 0.0%
Infinite (n) 0
Mean 14.417
Minimum 0
Maximum 40
Zeros (%) 3.0%

Quantile statistics

Minimum 0
5-th percentile 5
Q1 10
Median 15
Q3 20
95-th percentile 25
Maximum 40
Range 40
Interquartile range 10

Descriptive statistics

Standard deviation 6.2633
Coef of variation 0.43444
Kurtosis 0.79504
Mean 14.417
MAD 4.9318
Skewness 0.20694
Sum 119650
Variance 39.229
Memory size 65.5 KiB
Value Count Frequency (%)  
10.0 2176 26.0%
 
20.0 1482 17.7%
 
15.0 1194 14.3%
 
5.0 455 5.4%
 
25.0 326 3.9%
 
0.0 254 3.0%
 
30.0 188 2.2%
 
16.0 128 1.5%
 
16.67 128 1.5%
 
18.0 116 1.4%
 
Other values (68) 1852 22.1%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 254 3.0%
 
1.0 43 0.5%
 
2.0 28 0.3%
 
4.0 14 0.2%
 
5.0 455 5.4%
 

Maximum 5 values

Value Count Frequency (%)  
23.0 21 0.3%
 
24.0 18 0.2%
 
25.0 326 3.9%
 
30.0 188 2.2%
 
40.0 31 0.4%
 

intel2_2
Numeric

Distinct count 70
Unique (%) 0.8%
Missing (%) 31.1%
Missing (n) 2603
Infinite (%) 0.0%
Infinite (n) 0
Mean 13.958
Minimum 0
Maximum 30.77
Zeros (%) 1.0%

Quantile statistics

Minimum 0
5-th percentile 5
Q1 10
Median 15
Q3 17.39
95-th percentile 20
Maximum 30.77
Range 30.77
Interquartile range 7.39

Descriptive statistics

Standard deviation 5.3986
Coef of variation 0.38677
Kurtosis 0.371
Mean 13.958
MAD 4.3515
Skewness 0.060596
Sum 80609
Variance 29.145
Memory size 65.5 KiB
Value Count Frequency (%)  
10.0 1534 18.3%
 
15.0 822 9.8%
 
20.0 815 9.7%
 
5.0 408 4.9%
 
16.67 119 1.4%
 
16.0 108 1.3%
 
25.0 90 1.1%
 
0.0 80 1.0%
 
30.0 73 0.9%
 
13.95 72 0.9%
 
Other values (59) 1654 19.7%
 
(Missing) 2603 31.1%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 80 1.0%
 
2.0 27 0.3%
 
3.0 14 0.2%
 
4.0 20 0.2%
 
5.0 408 4.9%
 

Maximum 5 values

Value Count Frequency (%)  
21.05 30 0.4%
 
22.0 21 0.3%
 
25.0 90 1.1%
 
30.0 73 0.9%
 
30.77 20 0.2%
 

intel2_3
Numeric

Distinct count 18
Unique (%) 0.2%
Missing (%) 64.7%
Missing (n) 5419
Infinite (%) 0.0%
Infinite (n) 0
Mean 11.953
Minimum 0
Maximum 60
Zeros (%) 1.6%

Quantile statistics

Minimum 0
5-th percentile 4
Q1 7
Median 10
Q3 15
95-th percentile 20
Maximum 60
Range 60
Interquartile range 8

Descriptive statistics

Standard deviation 7.0107
Coef of variation 0.58653
Kurtosis 9.7846
Mean 11.953
MAD 5.4374
Skewness 1.8582
Sum 35368
Variance 49.149
Memory size 65.5 KiB
Value Count Frequency (%)  
10.0 625 7.5%
 
15.0 511 6.1%
 
20.0 486 5.8%
 
7.0 321 3.8%
 
8.0 266 3.2%
 
5.0 172 2.1%
 
0.0 132 1.6%
 
6.0 131 1.6%
 
9.0 92 1.1%
 
25.0 60 0.7%
 
Other values (7) 163 1.9%
 
(Missing) 5419 64.7%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 132 1.6%
 
4.0 45 0.5%
 
5.0 172 2.1%
 
6.0 131 1.6%
 
7.0 321 3.8%
 

Maximum 5 values

Value Count Frequency (%)  
22.0 9 0.1%
 
23.0 21 0.3%
 
25.0 60 0.7%
 
30.0 31 0.4%
 
60.0 15 0.2%
 

intel3_1
Numeric

Distinct count 9
Unique (%) 0.1%
Missing (%) 1.3%
Missing (n) 105
Infinite (%) 0.0%
Infinite (n) 0
Mean 8.404
Minimum 3
Maximum 10
Zeros (%) 0.0%

Quantile statistics

Minimum 3
5-th percentile 7
Q1 8
Median 8
Q3 9
95-th percentile 10
Maximum 10
Range 7
Interquartile range 1

Descriptive statistics

Standard deviation 1.0766
Coef of variation 0.12811
Kurtosis 0.79675
Mean 8.404
MAD 0.88282
Skewness -0.55901
Sum 69526
Variance 1.1591
Memory size 65.5 KiB
Value Count Frequency (%)  
8.0 2872 34.3%
 
9.0 2627 31.4%
 
10.0 1307 15.6%
 
7.0 1158 13.8%
 
6.0 214 2.6%
 
5.0 76 0.9%
 
4.0 10 0.1%
 
3.0 9 0.1%
 
(Missing) 105 1.3%
 

Minimum 5 values

Value Count Frequency (%)  
3.0 9 0.1%
 
4.0 10 0.1%
 
5.0 76 0.9%
 
6.0 214 2.6%
 
7.0 1158 13.8%
 

Maximum 5 values

Value Count Frequency (%)  
6.0 214 2.6%
 
7.0 1158 13.8%
 
8.0 2872 34.3%
 
9.0 2627 31.4%
 
10.0 1307 15.6%
 

intel3_2
Numeric

Distinct count 8
Unique (%) 0.1%
Missing (%) 10.9%
Missing (n) 915
Infinite (%) 0.0%
Infinite (n) 0
Mean 8.2389
Minimum 4
Maximum 10
Zeros (%) 0.0%

Quantile statistics

Minimum 4
5-th percentile 6
Q1 8
Median 8
Q3 9
95-th percentile 10
Maximum 10
Range 6
Interquartile range 1

Descriptive statistics

Standard deviation 1.1803
Coef of variation 0.14326
Kurtosis 0.36181
Mean 8.2389
MAD 0.94234
Skewness -0.56917
Sum 61487
Variance 1.3931
Memory size 65.5 KiB
Value Count Frequency (%)  
8.0 2430 29.0%
 
9.0 2216 26.5%
 
7.0 1245 14.9%
 
10.0 1039 12.4%
 
6.0 369 4.4%
 
5.0 128 1.5%
 
4.0 36 0.4%
 
(Missing) 915 10.9%
 

Minimum 5 values

Value Count Frequency (%)  
4.0 36 0.4%
 
5.0 128 1.5%
 
6.0 369 4.4%
 
7.0 1245 14.9%
 
8.0 2430 29.0%
 

Maximum 5 values

Value Count Frequency (%)  
6.0 369 4.4%
 
7.0 1245 14.9%
 
8.0 2430 29.0%
 
9.0 2216 26.5%
 
10.0 1039 12.4%
 

intel3_3
Numeric

Distinct count 10
Unique (%) 0.1%
Missing (%) 52.6%
Missing (n) 4404
Infinite (%) 0.0%
Infinite (n) 0
Mean 8.3888
Minimum 3
Maximum 12
Zeros (%) 0.0%

Quantile statistics

Minimum 3
5-th percentile 6
Q1 8
Median 8
Q3 9
95-th percentile 12
Maximum 12
Range 9
Interquartile range 1

Descriptive statistics

Standard deviation 1.4591
Coef of variation 0.17393
Kurtosis 1.869
Mean 8.3888
MAD 1.0637
Skewness 0.0026146
Sum 33337
Variance 2.129
Memory size 65.5 KiB
Value Count Frequency (%)  
8.0 1338 16.0%
 
9.0 1322 15.8%
 
7.0 510 6.1%
 
10.0 288 3.4%
 
12.0 233 2.8%
 
6.0 137 1.6%
 
5.0 105 1.3%
 
3.0 22 0.3%
 
4.0 19 0.2%
 
(Missing) 4404 52.6%
 

Minimum 5 values

Value Count Frequency (%)  
3.0 22 0.3%
 
4.0 19 0.2%
 
5.0 105 1.3%
 
6.0 137 1.6%
 
7.0 510 6.1%
 

Maximum 5 values

Value Count Frequency (%)  
7.0 510 6.1%
 
8.0 1338 16.0%
 
9.0 1322 15.8%
 
10.0 288 3.4%
 
12.0 233 2.8%
 

intel3_s
Numeric

Distinct count 9
Unique (%) 0.1%
Missing (%) 52.3%
Missing (n) 4378
Infinite (%) 0.0%
Infinite (n) 0
Mean 8.2577
Minimum 4
Maximum 10
Zeros (%) 0.0%

Quantile statistics

Minimum 4
5-th percentile 6
Q1 8
Median 8
Q3 9
95-th percentile 10
Maximum 10
Range 6
Interquartile range 1

Descriptive statistics

Standard deviation 1.1793
Coef of variation 0.14281
Kurtosis 0.49795
Mean 8.2577
MAD 0.93612
Skewness -0.57886
Sum 33031
Variance 1.3908
Memory size 65.5 KiB
Value Count Frequency (%)  
8.0 1368 16.3%
 
9.0 1104 13.2%
 
7.0 706 8.4%
 
10.0 600 7.2%
 
5.0 124 1.5%
 
6.0 82 1.0%
 
4.0 10 0.1%
 
9.5 6 0.1%
 
(Missing) 4378 52.3%
 

Minimum 5 values

Value Count Frequency (%)  
4.0 10 0.1%
 
5.0 124 1.5%
 
6.0 82 1.0%
 
7.0 706 8.4%
 
8.0 1368 16.3%
 

Maximum 5 values

Value Count Frequency (%)  
7.0 706 8.4%
 
8.0 1368 16.3%
 
9.0 1104 13.2%
 
9.5 6 0.1%
 
10.0 600 7.2%
 

intel4_1
Numeric

Distinct count 25
Unique (%) 0.3%
Missing (%) 22.5%
Missing (n) 1889
Infinite (%) 0.0%
Infinite (n) 0
Mean 12.636
Minimum 0
Maximum 35
Zeros (%) 1.5%

Quantile statistics

Minimum 0
5-th percentile 4
Q1 8
Median 10
Q3 16
95-th percentile 25
Maximum 35
Range 35
Interquartile range 8

Descriptive statistics

Standard deviation 6.7175
Coef of variation 0.5316
Kurtosis 0.15703
Mean 12.636
MAD 5.569
Skewness 0.67812
Sum 81997
Variance 45.124
Memory size 65.5 KiB
Value Count Frequency (%)  
10.0 1536 18.3%
 
20.0 1064 12.7%
 
15.0 997 11.9%
 
5.0 438 5.2%
 
7.0 415 5.0%
 
8.0 388 4.6%
 
6.0 292 3.5%
 
30.0 244 2.9%
 
25.0 186 2.2%
 
9.0 181 2.2%
 
Other values (14) 748 8.9%
 
(Missing) 1889 22.5%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 125 1.5%
 
1.0 49 0.6%
 
2.0 60 0.7%
 
3.0 20 0.2%
 
4.0 101 1.2%
 

Maximum 5 values

Value Count Frequency (%)  
20.0 1064 12.7%
 
22.0 9 0.1%
 
25.0 186 2.2%
 
30.0 244 2.9%
 
35.0 14 0.2%
 

intel4_2
Numeric

Distinct count 26
Unique (%) 0.3%
Missing (%) 31.1%
Missing (n) 2603
Infinite (%) 0.0%
Infinite (n) 0
Mean 12.103
Minimum 0
Maximum 40
Zeros (%) 1.2%

Quantile statistics

Minimum 0
5-th percentile 5
Q1 8
Median 10
Q3 15
95-th percentile 20
Maximum 40
Range 40
Interquartile range 7

Descriptive statistics

Standard deviation 5.9906
Coef of variation 0.49497
Kurtosis 1.1905
Mean 12.103
MAD 4.9928
Skewness 0.70178
Sum 69895
Variance 35.887
Memory size 65.5 KiB
Value Count Frequency (%)  
10.0 1515 18.1%
 
15.0 995 11.9%
 
20.0 989 11.8%
 
5.0 440 5.3%
 
8.0 387 4.6%
 
7.0 343 4.1%
 
6.0 251 3.0%
 
9.0 128 1.5%
 
0.0 98 1.2%
 
17.0 90 1.1%
 
Other values (15) 539 6.4%
 
(Missing) 2603 31.1%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 98 1.2%
 
1.0 38 0.5%
 
2.0 49 0.6%
 
3.0 14 0.2%
 
4.0 72 0.9%
 

Maximum 5 values

Value Count Frequency (%)  
20.0 989 11.8%
 
25.0 52 0.6%
 
30.0 48 0.6%
 
35.0 9 0.1%
 
40.0 21 0.3%
 

intel4_3
Numeric

Distinct count 17
Unique (%) 0.2%
Missing (%) 64.7%
Missing (n) 5419
Infinite (%) 0.0%
Infinite (n) 0
Mean 11.525
Minimum 0
Maximum 30
Zeros (%) 1.1%

Quantile statistics

Minimum 0
5-th percentile 5
Q1 7
Median 10
Q3 15
95-th percentile 20
Maximum 30
Range 30
Interquartile range 8

Descriptive statistics

Standard deviation 6.0042
Coef of variation 0.52098
Kurtosis -0.41318
Mean 11.525
MAD 5.098
Skewness 0.49627
Sum 34102
Variance 36.051
Memory size 65.5 KiB
Value Count Frequency (%)  
10.0 659 7.9%
 
20.0 533 6.4%
 
15.0 433 5.2%
 
7.0 351 4.2%
 
5.0 274 3.3%
 
6.0 193 2.3%
 
8.0 161 1.9%
 
0.0 93 1.1%
 
9.0 61 0.7%
 
25.0 60 0.7%
 
Other values (6) 141 1.7%
 
(Missing) 5419 64.7%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 93 1.1%
 
3.0 20 0.2%
 
4.0 16 0.2%
 
5.0 274 3.3%
 
6.0 193 2.3%
 

Maximum 5 values

Value Count Frequency (%)  
16.0 21 0.3%
 
17.0 42 0.5%
 
20.0 533 6.4%
 
25.0 60 0.7%
 
30.0 21 0.3%
 

intel5_1
Numeric

Distinct count 9
Unique (%) 0.1%
Missing (%) 41.4%
Missing (n) 3472
Infinite (%) 0.0%
Infinite (n) 0
Mean 8.2843
Minimum 3
Maximum 10
Zeros (%) 0.0%

Quantile statistics

Minimum 3
5-th percentile 6
Q1 8
Median 8
Q3 9
95-th percentile 10
Maximum 10
Range 7
Interquartile range 1

Descriptive statistics

Standard deviation 1.2837
Coef of variation 0.15495
Kurtosis 1.0812
Mean 8.2843
MAD 1.0165
Skewness -0.80846
Sum 40643
Variance 1.6478
Memory size 65.5 KiB
Value Count Frequency (%)  
8.0 1525 18.2%
 
9.0 1353 16.1%
 
10.0 889 10.6%
 
7.0 757 9.0%
 
6.0 263 3.1%
 
4.0 78 0.9%
 
5.0 32 0.4%
 
3.0 9 0.1%
 
(Missing) 3472 41.4%
 

Minimum 5 values

Value Count Frequency (%)  
3.0 9 0.1%
 
4.0 78 0.9%
 
5.0 32 0.4%
 
6.0 263 3.1%
 
7.0 757 9.0%
 

Maximum 5 values

Value Count Frequency (%)  
6.0 263 3.1%
 
7.0 757 9.0%
 
8.0 1525 18.2%
 
9.0 1353 16.1%
 
10.0 889 10.6%
 

intel5_2
Numeric

Distinct count 9
Unique (%) 0.1%
Missing (%) 47.8%
Missing (n) 4001
Infinite (%) 0.0%
Infinite (n) 0
Mean 7.8387
Minimum 2
Maximum 10
Zeros (%) 0.0%

Quantile statistics

Minimum 2
5-th percentile 6
Q1 7
Median 8
Q3 9
95-th percentile 10
Maximum 10
Range 8
Interquartile range 2

Descriptive statistics

Standard deviation 1.2809
Coef of variation 0.16341
Kurtosis 1.2638
Mean 7.8387
MAD 0.9879
Skewness -0.6491
Sum 34310
Variance 1.6408
Memory size 65.5 KiB
Value Count Frequency (%)  
8.0 1440 17.2%
 
7.0 1005 12.0%
 
9.0 988 11.8%
 
6.0 419 5.0%
 
10.0 362 4.3%
 
5.0 113 1.3%
 
4.0 32 0.4%
 
2.0 18 0.2%
 
(Missing) 4001 47.8%
 

Minimum 5 values

Value Count Frequency (%)  
2.0 18 0.2%
 
4.0 32 0.4%
 
5.0 113 1.3%
 
6.0 419 5.0%
 
7.0 1005 12.0%
 

Maximum 5 values

Value Count Frequency (%)  
6.0 419 5.0%
 
7.0 1005 12.0%
 
8.0 1440 17.2%
 
9.0 988 11.8%
 
10.0 362 4.3%
 

intel5_3
Numeric

Distinct count 8
Unique (%) 0.1%
Missing (%) 75.9%
Missing (n) 6362
Infinite (%) 0.0%
Infinite (n) 0
Mean 7.9325
Minimum 4
Maximum 10
Zeros (%) 0.0%

Quantile statistics

Minimum 4
5-th percentile 6
Q1 7
Median 8
Q3 9
95-th percentile 10
Maximum 10
Range 6
Interquartile range 2

Descriptive statistics

Standard deviation 1.3409
Coef of variation 0.16903
Kurtosis -0.33087
Mean 7.9325
MAD 1.0699
Skewness -0.30707
Sum 15992
Variance 1.7979
Memory size 65.5 KiB
Value Count Frequency (%)  
8.0 542 6.5%
 
9.0 457 5.5%
 
7.0 454 5.4%
 
10.0 268 3.2%
 
6.0 232 2.8%
 
5.0 41 0.5%
 
4.0 22 0.3%
 
(Missing) 6362 75.9%
 

Minimum 5 values

Value Count Frequency (%)  
4.0 22 0.3%
 
5.0 41 0.5%
 
6.0 232 2.8%
 
7.0 454 5.4%
 
8.0 542 6.5%
 

Maximum 5 values

Value Count Frequency (%)  
6.0 232 2.8%
 
7.0 454 5.4%
 
8.0 542 6.5%
 
9.0 457 5.5%
 
10.0 268 3.2%
 

intel7_2
Numeric

Distinct count 17
Unique (%) 0.2%
Missing (%) 76.3%
Missing (n) 6394
Infinite (%) 0.0%
Infinite (n) 0
Mean 15.294
Minimum 0
Maximum 50
Zeros (%) 1.0%

Quantile statistics

Minimum 0
5-th percentile 5
Q1 10
Median 15
Q3 20
95-th percentile 30
Maximum 50
Range 50
Interquartile range 10

Descriptive statistics

Standard deviation 7.2929
Coef of variation 0.47685
Kurtosis 1.5483
Mean 15.294
MAD 5.7684
Skewness 0.57949
Sum 30343
Variance 53.186
Memory size 65.5 KiB
Value Count Frequency (%)  
10.0 646 7.7%
 
20.0 576 6.9%
 
15.0 282 3.4%
 
30.0 108 1.3%
 
0.0 81 1.0%
 
5.0 81 1.0%
 
25.0 74 0.9%
 
16.0 34 0.4%
 
14.0 19 0.2%
 
19.0 18 0.2%
 
Other values (6) 65 0.8%
 
(Missing) 6394 76.3%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 81 1.0%
 
5.0 81 1.0%
 
8.0 10 0.1%
 
10.0 646 7.7%
 
12.0 15 0.2%
 

Maximum 5 values

Value Count Frequency (%)  
24.0 7 0.1%
 
25.0 74 0.9%
 
30.0 108 1.3%
 
40.0 13 0.2%
 
50.0 6 0.1%
 

intel7_3
Numeric

Distinct count 15
Unique (%) 0.2%
Missing (%) 75.9%
Missing (n) 6362
Infinite (%) 0.0%
Infinite (n) 0
Mean 16.68
Minimum 0
Maximum 45
Zeros (%) 1.0%

Quantile statistics

Minimum 0
5-th percentile 5
Q1 10
Median 18
Q3 20
95-th percentile 30
Maximum 45
Range 45
Interquartile range 10

Descriptive statistics

Standard deviation 7.8801
Coef of variation 0.47244
Kurtosis 0.535
Mean 16.68
MAD 6.326
Skewness 0.27021
Sum 33626
Variance 62.096
Memory size 65.5 KiB
Value Count Frequency (%)  
20.0 573 6.8%
 
10.0 474 5.7%
 
15.0 326 3.9%
 
30.0 177 2.1%
 
25.0 136 1.6%
 
5.0 100 1.2%
 
0.0 85 1.0%
 
18.0 35 0.4%
 
19.0 32 0.4%
 
13.0 21 0.3%
 
Other values (4) 57 0.7%
 
(Missing) 6362 75.9%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 85 1.0%
 
5.0 100 1.2%
 
10.0 474 5.7%
 
13.0 21 0.3%
 
15.0 326 3.9%
 

Maximum 5 values

Value Count Frequency (%)  
25.0 136 1.6%
 
28.0 18 0.2%
 
30.0 177 2.1%
 
40.0 6 0.1%
 
45.0 15 0.2%
 

intel_o
Numeric

Distinct count 18
Unique (%) 0.2%
Missing (%) 3.7%
Missing (n) 306
Infinite (%) 0.0%
Infinite (n) 0
Mean 7.3693
Minimum 0
Maximum 10
Zeros (%) 0.1%

Quantile statistics

Minimum 0
5-th percentile 5
Q1 6
Median 7
Q3 8
95-th percentile 10
Maximum 10
Range 10
Interquartile range 2

Descriptive statistics

Standard deviation 1.5505
Coef of variation 0.2104
Kurtosis 0.75882
Mean 7.3693
MAD 1.2307
Skewness -0.54634
Sum 59485
Variance 2.4041
Memory size 65.5 KiB
Value Count Frequency (%)  
8.0 2198 26.2%
 
7.0 2021 24.1%
 
6.0 1152 13.8%
 
9.0 1104 13.2%
 
10.0 675 8.1%
 
5.0 628 7.5%
 
4.0 161 1.9%
 
3.0 69 0.8%
 
2.0 34 0.4%
 
1.0 13 0.2%
 
Other values (7) 17 0.2%
 
(Missing) 306 3.7%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 5 0.1%
 
1.0 13 0.2%
 
2.0 34 0.4%
 
2.5 1 0.0%
 
3.0 69 0.8%
 

Maximum 5 values

Value Count Frequency (%)  
8.0 2198 26.2%
 
8.5 2 0.0%
 
9.0 1104 13.2%
 
9.5 1 0.0%
 
10.0 675 8.1%
 

length
Numeric

Distinct count 4
Unique (%) 0.0%
Missing (%) 10.9%
Missing (n) 915
Infinite (%) 0.0%
Infinite (n) 0
Mean 1.8435
Minimum 1
Maximum 3
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 1
Median 1
Q3 3
95-th percentile 3
Maximum 3
Range 2
Interquartile range 2

Descriptive statistics

Standard deviation 0.97566
Coef of variation 0.52925
Kurtosis -1.8745
Mean 1.8435
MAD 0.9555
Skewness 0.31691
Sum 13758
Variance 0.95192
Memory size 65.5 KiB
Value Count Frequency (%)  
1.0 4227 50.5%
 
3.0 3059 36.5%
 
2.0 177 2.1%
 
(Missing) 915 10.9%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 4227 50.5%
 
2.0 177 2.1%
 
3.0 3059 36.5%
 

Maximum 5 values

Value Count Frequency (%)  
1.0 4227 50.5%
 
2.0 177 2.1%
 
3.0 3059 36.5%
 

like
Numeric

Distinct count 19
Unique (%) 0.2%
Missing (%) 2.9%
Missing (n) 240
Infinite (%) 0.0%
Infinite (n) 0
Mean 6.1341
Minimum 0
Maximum 10
Zeros (%) 0.1%

Quantile statistics

Minimum 0
5-th percentile 3
Q1 5
Median 6
Q3 7
95-th percentile 9
Maximum 10
Range 10
Interquartile range 2

Descriptive statistics

Standard deviation 1.8413
Coef of variation 0.30017
Kurtosis 0.1279
Mean 6.1341
MAD 1.4462
Skewness -0.45144
Sum 49919
Variance 3.3903
Memory size 65.5 KiB
Value Count Frequency (%)  
7.0 1816 21.7%
 
6.0 1709 20.4%
 
5.0 1319 15.7%
 
8.0 1274 15.2%
 
4.0 645 7.7%
 
9.0 412 4.9%
 
3.0 396 4.7%
 
2.0 223 2.7%
 
10.0 182 2.2%
 
1.0 110 1.3%
 
Other values (8) 52 0.6%
 
(Missing) 240 2.9%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 8 0.1%
 
1.0 110 1.3%
 
2.0 223 2.7%
 
3.0 396 4.7%
 
4.0 645 7.7%
 

Maximum 5 values

Value Count Frequency (%)  
8.5 9 0.1%
 
9.0 412 4.9%
 
9.5 3 0.0%
 
9.7 1 0.0%
 
10.0 182 2.2%
 

like_o
Numeric

Distinct count 19
Unique (%) 0.2%
Missing (%) 3.0%
Missing (n) 250
Infinite (%) 0.0%
Infinite (n) 0
Mean 6.1345
Minimum 0
Maximum 10
Zeros (%) 0.1%

Quantile statistics

Minimum 0
5-th percentile 3
Q1 5
Median 6
Q3 7
95-th percentile 9
Maximum 10
Range 10
Interquartile range 2

Descriptive statistics

Standard deviation 1.8413
Coef of variation 0.30015
Kurtosis 0.12975
Mean 6.1345
MAD 1.446
Skewness -0.45154
Sum 49861
Variance 3.3902
Memory size 65.5 KiB
Value Count Frequency (%)  
7.0 1813 21.6%
 
6.0 1708 20.4%
 
5.0 1318 15.7%
 
8.0 1272 15.2%
 
4.0 644 7.7%
 
9.0 412 4.9%
 
3.0 394 4.7%
 
2.0 223 2.7%
 
10.0 182 2.2%
 
1.0 110 1.3%
 
Other values (8) 52 0.6%
 
(Missing) 250 3.0%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 8 0.1%
 
1.0 110 1.3%
 
2.0 223 2.7%
 
3.0 394 4.7%
 
4.0 644 7.7%
 

Maximum 5 values

Value Count Frequency (%)  
8.5 9 0.1%
 
9.0 412 4.9%
 
9.5 3 0.0%
 
9.7 1 0.0%
 
10.0 182 2.2%
 

match
Boolean

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.16472
0
6998
1
 
1380
Value Count Frequency (%)  
0 6998 83.5%
 
1 1380 16.5%
 

match_es
Numeric

Distinct count 18
Unique (%) 0.2%
Missing (%) 14.0%
Missing (n) 1173
Infinite (%) 0.0%
Infinite (n) 0
Mean 3.2078
Minimum 0
Maximum 18
Zeros (%) 7.4%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 2
Median 3
Q3 4
95-th percentile 8
Maximum 18
Range 18
Interquartile range 2

Descriptive statistics

Standard deviation 2.4448
Coef of variation 0.76214
Kurtosis 4.1573
Mean 3.2078
MAD 1.826
Skewness 1.5227
Sum 23112
Variance 5.9771
Memory size 65.5 KiB
Value Count Frequency (%)  
2.0 1695 20.2%
 
3.0 1214 14.5%
 
1.0 968 11.6%
 
4.0 875 10.4%
 
5.0 736 8.8%
 
0.0 616 7.4%
 
6.0 323 3.9%
 
8.0 173 2.1%
 
7.0 153 1.8%
 
10.0 147 1.8%
 
Other values (7) 305 3.6%
 
(Missing) 1173 14.0%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 616 7.4%
 
0.5 22 0.3%
 
1.0 968 11.6%
 
1.5 40 0.5%
 
2.0 1695 20.2%
 

Maximum 5 values

Value Count Frequency (%)  
8.0 173 2.1%
 
9.0 115 1.4%
 
10.0 147 1.8%
 
12.0 33 0.4%
 
18.0 20 0.2%
 

met
Numeric

Distinct count 9
Unique (%) 0.1%
Missing (%) 4.5%
Missing (n) 375
Infinite (%) 0.0%
Infinite (n) 0
Mean 0.94877
Minimum 0
Maximum 8
Zeros (%) 48.3%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 2
95-th percentile 2
Maximum 8
Range 8
Interquartile range 2

Descriptive statistics

Standard deviation 0.98989
Coef of variation 1.0433
Kurtosis -0.99864
Mean 0.94877
MAD 0.95956
Skewness 0.25879
Sum 7593
Variance 0.97988
Memory size 65.5 KiB
Value Count Frequency (%)  
0.0 4047 48.3%
 
2.0 3597 42.9%
 
1.0 351 4.2%
 
7.0 3 0.0%
 
5.0 2 0.0%
 
6.0 1 0.0%
 
8.0 1 0.0%
 
3.0 1 0.0%
 
(Missing) 375 4.5%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 4047 48.3%
 
1.0 351 4.2%
 
2.0 3597 42.9%
 
3.0 1 0.0%
 
5.0 2 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
3.0 1 0.0%
 
5.0 2 0.0%
 
6.0 1 0.0%
 
7.0 3 0.0%
 
8.0 1 0.0%
 

met_o
Numeric

Distinct count 8
Unique (%) 0.1%
Missing (%) 4.6%
Missing (n) 385
Infinite (%) 0.0%
Infinite (n) 0
Mean 1.9602
Minimum 1
Maximum 8
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 2
Q1 2
Median 2
Q3 2
95-th percentile 2
Maximum 8
Range 7
Interquartile range 0

Descriptive statistics

Standard deviation 0.24592
Coef of variation 0.12546
Kurtosis 134
Mean 1.9602
MAD 0.084092
Skewness 3.519
Sum 15668
Variance 0.060479
Memory size 65.5 KiB
Value Count Frequency (%)  
2.0 7635 91.1%
 
1.0 350 4.2%
 
7.0 3 0.0%
 
5.0 2 0.0%
 
8.0 1 0.0%
 
6.0 1 0.0%
 
3.0 1 0.0%
 
(Missing) 385 4.6%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 350 4.2%
 
2.0 7635 91.1%
 
3.0 1 0.0%
 
5.0 2 0.0%
 
6.0 1 0.0%
 

Maximum 5 values

Value Count Frequency (%)  
3.0 1 0.0%
 
5.0 2 0.0%
 
6.0 1 0.0%
 
7.0 3 0.0%
 
8.0 1 0.0%
 

mn_sat
Categorical

Distinct count 69
Unique (%) 0.8%
Missing (%) 62.6%
Missing (n) 5245
1,400.00
 
403
1,430.00
 
262
1,290.00
 
190
Other values (65)
2278
(Missing)
5245
Value Count Frequency (%)  
1,400.00 403 4.8%
 
1,430.00 262 3.1%
 
1,290.00 190 2.3%
 
1,450.00 163 1.9%
 
1,340.00 146 1.7%
 
1,309.00 138 1.6%
 
1,260.00 133 1.6%
 
1,360.00 116 1.4%
 
1,460.00 100 1.2%
 
1,330.00 84 1.0%
 
Other values (58) 1398 16.7%
 
(Missing) 5245 62.6%
 

movies
Numeric

Distinct count 11
Unique (%) 0.1%
Missing (%) 0.9%
Missing (n) 79
Infinite (%) 0.0%
Infinite (n) 0
Mean 7.9196
Minimum 0
Maximum 10
Zeros (%) 0.2%

Quantile statistics

Minimum 0
5-th percentile 5
Q1 7
Median 8
Q3 9
95-th percentile 10
Maximum 10
Range 10
Interquartile range 2

Descriptive statistics

Standard deviation 1.7009
Coef of variation 0.21477
Kurtosis 1.5955
Mean 7.9196
MAD 1.2904
Skewness -1.0816
Sum 65725
Variance 2.8932
Memory size 65.5 KiB
Value Count Frequency (%)  
8.0 2021 24.1%
 
9.0 1931 23.0%
 
7.0 1528 18.2%
 
10.0 1493 17.8%
 
6.0 603 7.2%
 
5.0 348 4.2%
 
4.0 181 2.2%
 
3.0 118 1.4%
 
2.0 58 0.7%
 
0.0 18 0.2%
 
(Missing) 79 0.9%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 18 0.2%
 
2.0 58 0.7%
 
3.0 118 1.4%
 
4.0 181 2.2%
 
5.0 348 4.2%
 

Maximum 5 values

Value Count Frequency (%)  
6.0 603 7.2%
 
7.0 1528 18.2%
 
8.0 2021 24.1%
 
9.0 1931 23.0%
 
10.0 1493 17.8%
 

museums
Numeric

Distinct count 12
Unique (%) 0.1%
Missing (%) 0.9%
Missing (n) 79
Infinite (%) 0.0%
Infinite (n) 0
Mean 6.9858
Minimum 0
Maximum 10
Zeros (%) 0.2%

Quantile statistics

Minimum 0
5-th percentile 3
Q1 6
Median 7
Q3 9
95-th percentile 10
Maximum 10
Range 10
Interquartile range 3

Descriptive statistics

Standard deviation 2.0522
Coef of variation 0.29377
Kurtosis -0.07363
Mean 6.9858
MAD 1.6055
Skewness -0.6096
Sum 57975
Variance 4.2117
Memory size 65.5 KiB
Value Count Frequency (%)  
7.0 1801 21.5%
 
8.0 1596 19.0%
 
9.0 1249 14.9%
 
6.0 902 10.8%
 
10.0 830 9.9%
 
5.0 829 9.9%
 
4.0 504 6.0%
 
3.0 404 4.8%
 
2.0 108 1.3%
 
1.0 58 0.7%
 
(Missing) 79 0.9%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 18 0.2%
 
1.0 58 0.7%
 
2.0 108 1.3%
 
3.0 404 4.8%
 
4.0 504 6.0%
 

Maximum 5 values

Value Count Frequency (%)  
6.0 902 10.8%
 
7.0 1801 21.5%
 
8.0 1596 19.0%
 
9.0 1249 14.9%
 
10.0 830 9.9%
 

music
Numeric

Distinct count 11
Unique (%) 0.1%
Missing (%) 0.9%
Missing (n) 79
Infinite (%) 0.0%
Infinite (n) 0
Mean 7.8511
Minimum 1
Maximum 10
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 5
Q1 7
Median 8
Q3 9
95-th percentile 10
Maximum 10
Range 9
Interquartile range 2

Descriptive statistics

Standard deviation 1.7918
Coef of variation 0.22823
Kurtosis 0.57061
Mean 7.8511
MAD 1.4379
Skewness -0.8127
Sum 65156
Variance 3.2106
Memory size 65.5 KiB
Value Count Frequency (%)  
10.0 1789 21.4%
 
8.0 1652 19.7%
 
9.0 1633 19.5%
 
7.0 1545 18.4%
 
6.0 744 8.9%
 
5.0 586 7.0%
 
4.0 220 2.6%
 
3.0 47 0.6%
 
1.0 43 0.5%
 
2.0 40 0.5%
 
(Missing) 79 0.9%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 43 0.5%
 
2.0 40 0.5%
 
3.0 47 0.6%
 
4.0 220 2.6%
 
5.0 586 7.0%
 

Maximum 5 values

Value Count Frequency (%)  
6.0 744 8.9%
 
7.0 1545 18.4%
 
8.0 1652 19.7%
 
9.0 1633 19.5%
 
10.0 1789 21.4%
 

num_in_3
Numeric

Distinct count 5
Unique (%) 0.1%
Missing (%) 92.0%
Missing (n) 7710
Infinite (%) 0.0%
Infinite (n) 0
Mean 0.93413
Minimum 0
Maximum 4
Zeros (%) 1.9%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 1
Median 1
Q3 1
95-th percentile 2
Maximum 4
Range 4
Interquartile range 0

Descriptive statistics

Standard deviation 0.7539
Coef of variation 0.80706
Kurtosis 5.3696
Mean 0.93413
MAD 0.44469
Skewness 1.6252
Sum 624
Variance 0.56837
Memory size 65.5 KiB
Value Count Frequency (%)  
1.0 430 5.1%
 
0.0 159 1.9%
 
2.0 61 0.7%
 
4.0 18 0.2%
 
(Missing) 7710 92.0%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 159 1.9%
 
1.0 430 5.1%
 
2.0 61 0.7%
 
4.0 18 0.2%
 

Maximum 5 values

Value Count Frequency (%)  
0.0 159 1.9%
 
1.0 430 5.1%
 
2.0 61 0.7%
 
4.0 18 0.2%
 

numdat_2
Numeric

Distinct count 4
Unique (%) 0.0%
Missing (%) 11.3%
Missing (n) 945
Infinite (%) 0.0%
Infinite (n) 0
Mean 2.3381
Minimum 1
Maximum 3
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 2
Median 2
Q3 3
95-th percentile 3
Maximum 3
Range 2
Interquartile range 1

Descriptive statistics

Standard deviation 0.63124
Coef of variation 0.26998
Kurtosis -0.68168
Mean 2.3381
MAD 0.56316
Skewness -0.41623
Sum 17379
Variance 0.39846
Memory size 65.5 KiB
Value Count Frequency (%)  
2.0 3622 43.2%
 
3.0 3162 37.7%
 
1.0 649 7.7%
 
(Missing) 945 11.3%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 649 7.7%
 
2.0 3622 43.2%
 
3.0 3162 37.7%
 

Maximum 5 values

Value Count Frequency (%)  
1.0 649 7.7%
 
2.0 3622 43.2%
 
3.0 3162 37.7%
 

numdat_3
Numeric

Distinct count 7
Unique (%) 0.1%
Missing (%) 82.1%
Missing (n) 6882
Infinite (%) 0.0%
Infinite (n) 0
Mean 1.2306
Minimum 0
Maximum 9
Zeros (%) 3.5%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 1
Median 1
Q3 1
95-th percentile 4
Maximum 9
Range 9
Interquartile range 0

Descriptive statistics

Standard deviation 1.2946
Coef of variation 1.052
Kurtosis 16.471
Mean 1.2306
MAD 0.75582
Skewness 3.3927
Sum 1841
Variance 1.6759
Memory size 65.5 KiB
Value Count Frequency (%)  
1.0 888 10.6%
 
0.0 293 3.5%
 
2.0 181 2.2%
 
4.0 63 0.8%
 
3.0 50 0.6%
 
9.0 21 0.3%
 
(Missing) 6882 82.1%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 293 3.5%
 
1.0 888 10.6%
 
2.0 181 2.2%
 
3.0 50 0.6%
 
4.0 63 0.8%
 

Maximum 5 values

Value Count Frequency (%)  
1.0 888 10.6%
 
2.0 181 2.2%
 
3.0 50 0.6%
 
4.0 63 0.8%
 
9.0 21 0.3%
 

order
Numeric

Distinct count 22
Unique (%) 0.3%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 8.9277
Minimum 1
Maximum 22
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 4
Median 8
Q3 13
95-th percentile 19
Maximum 22
Range 21
Interquartile range 9

Descriptive statistics

Standard deviation 5.477
Coef of variation 0.61349
Kurtosis -0.85988
Mean 8.9277
MAD 4.6256
Skewness 0.38531
Sum 74796
Variance 29.998
Memory size 65.5 KiB
Value Count Frequency (%)  
1 551 6.6%
 
5 551 6.6%
 
2 551 6.6%
 
4 551 6.6%
 
3 551 6.6%
 
6 541 6.5%
 
7 514 6.1%
 
8 508 6.1%
 
9 502 6.0%
 
10 474 5.7%
 
Other values (12) 3084 36.8%
 

Minimum 5 values

Value Count Frequency (%)  
1 551 6.6%
 
2 551 6.6%
 
3 551 6.6%
 
4 551 6.6%
 
5 551 6.6%
 

Maximum 5 values

Value Count Frequency (%)  
18 253 3.0%
 
19 178 2.1%
 
20 144 1.7%
 
21 86 1.0%
 
22 44 0.5%
 

partner
Numeric

Distinct count 22
Unique (%) 0.3%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 8.9636
Minimum 1
Maximum 22
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 4
Median 8
Q3 13
95-th percentile 19
Maximum 22
Range 21
Interquartile range 9

Descriptive statistics

Standard deviation 5.4911
Coef of variation 0.6126
Kurtosis -0.86971
Mean 8.9636
MAD 4.6425
Skewness 0.37752
Sum 75097
Variance 30.152
Memory size 65.5 KiB
Value Count Frequency (%)  
1 551 6.6%
 
6 551 6.6%
 
2 551 6.6%
 
5 546 6.5%
 
4 546 6.5%
 
3 540 6.4%
 
7 514 6.1%
 
8 504 6.0%
 
10 479 5.7%
 
9 478 5.7%
 
Other values (12) 3118 37.2%
 

Minimum 5 values

Value Count Frequency (%)  
1 551 6.6%
 
2 551 6.6%
 
3 540 6.4%
 
4 546 6.5%
 
5 546 6.5%
 

Maximum 5 values

Value Count Frequency (%)  
18 237 2.8%
 
19 178 2.1%
 
20 160 1.9%
 
21 86 1.0%
 
22 44 0.5%
 

pf_o_amb
Numeric

Distinct count 83
Unique (%) 1.0%
Missing (%) 1.3%
Missing (n) 107
Infinite (%) 0.0%
Infinite (n) 0
Mean 10.685
Minimum 0
Maximum 53
Zeros (%) 9.8%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 5
Median 10
Q3 15
95-th percentile 20
Maximum 53
Range 53
Interquartile range 10

Descriptive statistics

Standard deviation 6.1265
Coef of variation 0.57336
Kurtosis 1.855
Mean 10.685
MAD 4.8915
Skewness 0.25226
Sum 88379
Variance 37.535
Memory size 65.5 KiB
Value Count Frequency (%)  
10.0 2006 23.9%
 
15.0 1182 14.1%
 
5.0 1155 13.8%
 
0.0 825 9.8%
 
20.0 515 6.1%
 
16.0 169 2.0%
 
18.0 147 1.8%
 
14.0 136 1.6%
 
8.0 117 1.4%
 
12.0 92 1.1%
 
Other values (72) 1927 23.0%
 
(Missing) 107 1.3%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 825 9.8%
 
1.0 46 0.5%
 
2.0 63 0.8%
 
2.33 20 0.2%
 
2.38 20 0.2%
 

Maximum 5 values

Value Count Frequency (%)  
20.41 10 0.1%
 
20.59 20 0.2%
 
25.0 37 0.4%
 
30.0 18 0.2%
 
53.0 10 0.1%
 

pf_o_att
Numeric

Distinct count 95
Unique (%) 1.1%
Missing (%) 1.1%
Missing (n) 89
Infinite (%) 0.0%
Infinite (n) 0
Mean 22.495
Minimum 0
Maximum 100
Zeros (%) 0.3%

Quantile statistics

Minimum 0
5-th percentile 10
Q1 15
Median 20
Q3 25
95-th percentile 50
Maximum 100
Range 100
Interquartile range 10

Descriptive statistics

Standard deviation 12.57
Coef of variation 0.55877
Kurtosis 7.0077
Mean 22.495
MAD 8.7243
Skewness 2.176
Sum 186460
Variance 158
Memory size 65.5 KiB
Value Count Frequency (%)  
20.0 1670 19.9%
 
15.0 868 10.4%
 
25.0 818 9.8%
 
10.0 807 9.6%
 
30.0 679 8.1%
 
40.0 356 4.2%
 
50.0 300 3.6%
 
35.0 212 2.5%
 
16.0 158 1.9%
 
15.38 136 1.6%
 
Other values (84) 2285 27.3%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 21 0.3%
 
2.0 9 0.1%
 
5.0 60 0.7%
 
6.67 19 0.2%
 
7.0 21 0.3%
 

Maximum 5 values

Value Count Frequency (%)  
75.0 38 0.5%
 
80.0 9 0.1%
 
90.0 9 0.1%
 
95.0 18 0.2%
 
100.0 10 0.1%
 

pf_o_fun
Numeric

Distinct count 72
Unique (%) 0.9%
Missing (%) 1.2%
Missing (n) 98
Infinite (%) 0.0%
Infinite (n) 0
Mean 17.46
Minimum 0
Maximum 50
Zeros (%) 0.4%

Quantile statistics

Minimum 0
5-th percentile 10
Q1 15
Median 18
Q3 20
95-th percentile 27
Maximum 50
Range 50
Interquartile range 5

Descriptive statistics

Standard deviation 6.0855
Coef of variation 0.34855
Kurtosis 2.8843
Mean 17.46
MAD 4.5175
Skewness 0.56749
Sum 144570
Variance 37.034
Memory size 65.5 KiB
Value Count Frequency (%)  
20.0 2233 26.7%
 
15.0 1211 14.5%
 
10.0 1177 14.0%
 
25.0 568 6.8%
 
30.0 296 3.5%
 
5.0 245 2.9%
 
18.0 214 2.6%
 
16.0 196 2.3%
 
17.0 133 1.6%
 
19.23 130 1.6%
 
Other values (61) 1877 22.4%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 32 0.4%
 
1.0 18 0.2%
 
2.0 9 0.1%
 
3.0 18 0.2%
 
5.0 245 2.9%
 

Maximum 5 values

Value Count Frequency (%)  
30.0 296 3.5%
 
35.0 29 0.3%
 
40.0 40 0.5%
 
45.0 10 0.1%
 
50.0 20 0.2%
 

pf_o_int
Numeric

Distinct count 66
Unique (%) 0.8%
Missing (%) 1.1%
Missing (n) 89
Infinite (%) 0.0%
Infinite (n) 0
Mean 20.271
Minimum 0
Maximum 50
Zeros (%) 1.0%

Quantile statistics

Minimum 0
5-th percentile 10
Q1 17.39
Median 20
Q3 23.81
95-th percentile 30
Maximum 50
Range 50
Interquartile range 6.42

Descriptive statistics

Standard deviation 6.7829
Coef of variation 0.33461
Kurtosis 3.1498
Mean 20.271
MAD 4.4266
Skewness 0.57888
Sum 168020
Variance 46.008
Memory size 65.5 KiB
Value Count Frequency (%)  
20.0 2711 32.4%
 
25.0 988 11.8%
 
30.0 649 7.7%
 
15.0 633 7.6%
 
10.0 606 7.2%
 
18.0 298 3.6%
 
19.0 135 1.6%
 
35.0 135 1.6%
 
16.0 130 1.6%
 
19.23 90 1.1%
 
Other values (55) 1914 22.8%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 83 1.0%
 
1.0 28 0.3%
 
2.0 9 0.1%
 
5.0 89 1.1%
 
8.0 22 0.3%
 

Maximum 5 values

Value Count Frequency (%)  
35.0 135 1.6%
 
40.0 69 0.8%
 
42.86 14 0.2%
 
45.0 31 0.4%
 
50.0 48 0.6%
 

pf_o_sha
Numeric

Distinct count 86
Unique (%) 1.0%
Missing (%) 1.5%
Missing (n) 129
Infinite (%) 0.0%
Infinite (n) 0
Mean 11.846
Minimum 0
Maximum 30
Zeros (%) 8.5%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 9.52
Median 10.64
Q3 16
95-th percentile 20
Maximum 30
Range 30
Interquartile range 6.48

Descriptive statistics

Standard deviation 6.3627
Coef of variation 0.53713
Kurtosis -0.29075
Mean 11.846
MAD 5.185
Skewness -0.041784
Sum 97717
Variance 40.485
Memory size 65.5 KiB
Value Count Frequency (%)  
10.0 2001 23.9%
 
15.0 1064 12.7%
 
20.0 975 11.6%
 
5.0 950 11.3%
 
0.0 713 8.5%
 
16.0 152 1.8%
 
18.0 147 1.8%
 
12.0 113 1.3%
 
14.0 110 1.3%
 
8.0 91 1.1%
 
Other values (75) 1933 23.1%
 
(Missing) 129 1.5%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 713 8.5%
 
1.0 55 0.7%
 
2.0 19 0.2%
 
2.27 10 0.1%
 
2.38 20 0.2%
 

Maximum 5 values

Value Count Frequency (%)  
22.0 59 0.7%
 
22.22 10 0.1%
 
23.81 20 0.2%
 
25.0 87 1.0%
 
30.0 86 1.0%
 

pf_o_sin
Numeric

Distinct count 79
Unique (%) 0.9%
Missing (%) 1.1%
Missing (n) 89
Infinite (%) 0.0%
Infinite (n) 0
Mean 17.397
Minimum 0
Maximum 60
Zeros (%) 2.5%

Quantile statistics

Minimum 0
5-th percentile 5
Q1 15
Median 18.37
Q3 20
95-th percentile 30
Maximum 60
Range 60
Interquartile range 5

Descriptive statistics

Standard deviation 7.044
Coef of variation 0.4049
Kurtosis 2.5114
Mean 17.397
MAD 5.1445
Skewness 0.28916
Sum 144200
Variance 49.618
Memory size 65.5 KiB
Value Count Frequency (%)  
20.0 2268 27.1%
 
10.0 1034 12.3%
 
15.0 973 11.6%
 
25.0 644 7.7%
 
30.0 341 4.1%
 
5.0 303 3.6%
 
18.0 280 3.3%
 
0.0 208 2.5%
 
16.0 155 1.9%
 
16.67 101 1.2%
 
Other values (68) 1982 23.7%
 
(Missing) 89 1.1%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 208 2.5%
 
1.0 18 0.2%
 
2.0 19 0.2%
 
3.0 40 0.5%
 
5.0 303 3.6%
 

Maximum 5 values

Value Count Frequency (%)  
32.0 18 0.2%
 
35.0 59 0.7%
 
40.0 75 0.9%
 
47.0 14 0.2%
 
60.0 9 0.1%
 

pid
Highly correlated

This variable is highly correlated with wave and should be ignored for analysis

Correlation 0.99671

positin1
Numeric

Distinct count 23
Unique (%) 0.3%
Missing (%) 22.0%
Missing (n) 1846
Infinite (%) 0.0%
Infinite (n) 0
Mean 9.2958
Minimum 1
Maximum 22
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 4
Median 9
Q3 14
95-th percentile 19
Maximum 22
Range 21
Interquartile range 10

Descriptive statistics

Standard deviation 5.6502
Coef of variation 0.60782
Kurtosis -0.95141
Mean 9.2958
MAD 4.8173
Skewness 0.3267
Sum 60720
Variance 31.925
Memory size 65.5 KiB
Value Count Frequency (%)  
2.0 418 5.0%
 
3.0 418 5.0%
 
4.0 418 5.0%
 
6.0 408 4.9%
 
1.0 404 4.8%
 
5.0 396 4.7%
 
7.0 381 4.5%
 
9.0 369 4.4%
 
8.0 353 4.2%
 
10.0 337 4.0%
 
Other values (12) 2630 31.4%
 
(Missing) 1846 22.0%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 404 4.8%
 
2.0 418 5.0%
 
3.0 418 5.0%
 
4.0 418 5.0%
 
5.0 396 4.7%
 

Maximum 5 values

Value Count Frequency (%)  
18.0 199 2.4%
 
19.0 180 2.1%
 
20.0 162 1.9%
 
21.0 86 1.0%
 
22.0 44 0.5%
 

position
Numeric

Distinct count 22
Unique (%) 0.3%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 9.0427
Minimum 1
Maximum 22
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 4
Median 8
Q3 13
95-th percentile 19
Maximum 22
Range 21
Interquartile range 9

Descriptive statistics

Standard deviation 5.5149
Coef of variation 0.60988
Kurtosis -0.88944
Mean 9.0427
MAD 4.6615
Skewness 0.36558
Sum 75760
Variance 30.415
Memory size 65.5 KiB
Value Count Frequency (%)  
2 554 6.6%
 
3 554 6.6%
 
6 544 6.5%
 
4 544 6.5%
 
1 526 6.3%
 
8 518 6.2%
 
5 510 6.1%
 
9 502 6.0%
 
7 502 6.0%
 
10 456 5.4%
 
Other values (12) 3168 37.8%
 

Minimum 5 values

Value Count Frequency (%)  
1 526 6.3%
 
2 554 6.6%
 
3 554 6.6%
 
4 544 6.5%
 
5 510 6.1%
 

Maximum 5 values

Value Count Frequency (%)  
18 268 3.2%
 
19 194 2.3%
 
20 162 1.9%
 
21 86 1.0%
 
22 44 0.5%
 

prob
Numeric

Distinct count 20
Unique (%) 0.2%
Missing (%) 3.7%
Missing (n) 309
Infinite (%) 0.0%
Infinite (n) 0
Mean 5.2075
Minimum 0
Maximum 10
Zeros (%) 0.6%

Quantile statistics

Minimum 0
5-th percentile 1
Q1 4
Median 5
Q3 7
95-th percentile 9
Maximum 10
Range 10
Interquartile range 3

Descriptive statistics

Standard deviation 2.1296
Coef of variation 0.40894
Kurtosis -0.32365
Mean 5.2075
MAD 1.6853
Skewness -0.12117
Sum 42020
Variance 4.535
Memory size 65.5 KiB
Value Count Frequency (%)  
5.0 1799 21.5%
 
6.0 1395 16.7%
 
7.0 1130 13.5%
 
4.0 932 11.1%
 
3.0 708 8.5%
 
8.0 652 7.8%
 
2.0 539 6.4%
 
1.0 415 5.0%
 
9.0 241 2.9%
 
10.0 188 2.2%
 
Other values (9) 70 0.8%
 
(Missing) 309 3.7%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 49 0.6%
 
1.0 415 5.0%
 
1.5 1 0.0%
 
2.0 539 6.4%
 
3.0 708 8.5%
 

Maximum 5 values

Value Count Frequency (%)  
8.0 652 7.8%
 
8.5 4 0.0%
 
9.0 241 2.9%
 
9.5 1 0.0%
 
10.0 188 2.2%
 

prob_o
Numeric

Distinct count 20
Unique (%) 0.2%
Missing (%) 3.8%
Missing (n) 318
Infinite (%) 0.0%
Infinite (n) 0
Mean 5.2083
Minimum 0
Maximum 10
Zeros (%) 0.6%

Quantile statistics

Minimum 0
5-th percentile 1
Q1 4
Median 5
Q3 7
95-th percentile 9
Maximum 10
Range 10
Interquartile range 3

Descriptive statistics

Standard deviation 2.1294
Coef of variation 0.40884
Kurtosis -0.32343
Mean 5.2083
MAD 1.6852
Skewness -0.12063
Sum 41978
Variance 4.5341
Memory size 65.5 KiB
Value Count Frequency (%)  
5.0 1797 21.4%
 
6.0 1395 16.7%
 
7.0 1127 13.5%
 
4.0 930 11.1%
 
3.0 708 8.5%
 
8.0 652 7.8%
 
2.0 539 6.4%
 
1.0 413 4.9%
 
9.0 241 2.9%
 
10.0 188 2.2%
 
Other values (9) 70 0.8%
 
(Missing) 318 3.8%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 49 0.6%
 
1.0 413 4.9%
 
1.5 1 0.0%
 
2.0 539 6.4%
 
3.0 708 8.5%
 

Maximum 5 values

Value Count Frequency (%)  
8.0 652 7.8%
 
8.5 4 0.0%
 
9.0 241 2.9%
 
9.5 1 0.0%
 
10.0 188 2.2%
 

race
Numeric

Distinct count 6
Unique (%) 0.1%
Missing (%) 0.8%
Missing (n) 63
Infinite (%) 0.0%
Infinite (n) 0
Mean 2.7572
Minimum 1
Maximum 6
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 2
Median 2
Q3 4
95-th percentile 6
Maximum 6
Range 5
Interquartile range 2

Descriptive statistics

Standard deviation 1.2309
Coef of variation 0.44644
Kurtosis 0.56506
Mean 2.7572
MAD 1.0384
Skewness 1.115
Sum 22926
Variance 1.5151
Memory size 65.5 KiB
Value Count Frequency (%)  
2.0 4727 56.4%
 
4.0 1982 23.7%
 
3.0 664 7.9%
 
6.0 522 6.2%
 
1.0 420 5.0%
 
(Missing) 63 0.8%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 420 5.0%
 
2.0 4727 56.4%
 
3.0 664 7.9%
 
4.0 1982 23.7%
 
6.0 522 6.2%
 

Maximum 5 values

Value Count Frequency (%)  
1.0 420 5.0%
 
2.0 4727 56.4%
 
3.0 664 7.9%
 
4.0 1982 23.7%
 
6.0 522 6.2%
 

race_o
Numeric

Distinct count 6
Unique (%) 0.1%
Missing (%) 0.9%
Missing (n) 73
Infinite (%) 0.0%
Infinite (n) 0
Mean 2.7567
Minimum 1
Maximum 6
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 2
Median 2
Q3 4
95-th percentile 6
Maximum 6
Range 5
Interquartile range 2

Descriptive statistics

Standard deviation 1.2307
Coef of variation 0.44644
Kurtosis 0.5674
Mean 2.7567
MAD 1.0381
Skewness 1.1157
Sum 22894
Variance 1.5146
Memory size 65.5 KiB
Value Count Frequency (%)  
2.0 4722 56.4%
 
4.0 1978 23.6%
 
3.0 664 7.9%
 
6.0 521 6.2%
 
1.0 420 5.0%
 
(Missing) 73 0.9%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 420 5.0%
 
2.0 4722 56.4%
 
3.0 664 7.9%
 
4.0 1978 23.6%
 
6.0 521 6.2%
 

Maximum 5 values

Value Count Frequency (%)  
1.0 420 5.0%
 
2.0 4722 56.4%
 
3.0 664 7.9%
 
4.0 1978 23.6%
 
6.0 521 6.2%
 

reading
Numeric

Distinct count 12
Unique (%) 0.1%
Missing (%) 0.9%
Missing (n) 79
Infinite (%) 0.0%
Infinite (n) 0
Mean 7.6785
Minimum 1
Maximum 13
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 3
Q1 7
Median 8
Q3 9
95-th percentile 10
Maximum 13
Range 12
Interquartile range 2

Descriptive statistics

Standard deviation 2.0066
Coef of variation 0.26132
Kurtosis 0.48532
Mean 7.6785
MAD 1.5986
Skewness -0.80759
Sum 63724
Variance 4.0263
Memory size 65.5 KiB
Value Count Frequency (%)  
9.0 2000 23.9%
 
8.0 1618 19.3%
 
10.0 1378 16.4%
 
7.0 1273 15.2%
 
6.0 768 9.2%
 
5.0 572 6.8%
 
3.0 246 2.9%
 
4.0 222 2.6%
 
2.0 161 1.9%
 
13.0 51 0.6%
 
(Missing) 79 0.9%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 10 0.1%
 
2.0 161 1.9%
 
3.0 246 2.9%
 
4.0 222 2.6%
 
5.0 572 6.8%
 

Maximum 5 values

Value Count Frequency (%)  
7.0 1273 15.2%
 
8.0 1618 19.3%
 
9.0 2000 23.9%
 
10.0 1378 16.4%
 
13.0 51 0.6%
 

round
Numeric

Distinct count 15
Unique (%) 0.2%
Missing (%) 0.0%
Missing (n) 0
Infinite (%) 0.0%
Infinite (n) 0
Mean 16.872
Minimum 5
Maximum 22
Zeros (%) 0.0%

Quantile statistics

Minimum 5
5-th percentile 9
Q1 14
Median 18
Q3 20
95-th percentile 22
Maximum 22
Range 17
Interquartile range 6

Descriptive statistics

Standard deviation 4.3585
Coef of variation 0.25832
Kurtosis -0.30507
Mean 16.872
MAD 3.612
Skewness -0.84008
Sum 141354
Variance 18.996
Memory size 65.5 KiB
Value Count Frequency (%)  
18 1350 16.1%
 
20 1160 13.8%
 
22 968 11.6%
 
21 882 10.5%
 
10 880 10.5%
 
16 816 9.7%
 
19 646 7.7%
 
14 532 6.3%
 
15 450 5.4%
 
9 252 3.0%
 
Other values (5) 442 5.3%
 

Minimum 5 values

Value Count Frequency (%)  
5 50 0.6%
 
6 162 1.9%
 
7 42 0.5%
 
8 48 0.6%
 
9 252 3.0%
 

Maximum 5 values

Value Count Frequency (%)  
18 1350 16.1%
 
19 646 7.7%
 
20 1160 13.8%
 
21 882 10.5%
 
22 968 11.6%
 

samerace
Boolean

Distinct count 2
Unique (%) 0.0%
Missing (%) 0.0%
Missing (n) 0
Mean 0.3958
0
5062
1
3316
Value Count Frequency (%)  
0 5062 60.4%
 
1 3316 39.6%
 

satis_2
Numeric

Distinct count 11
Unique (%) 0.1%
Missing (%) 10.9%
Missing (n) 915
Infinite (%) 0.0%
Infinite (n) 0
Mean 5.7115
Minimum 1
Maximum 10
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 2
Q1 5
Median 6
Q3 7
95-th percentile 8
Maximum 10
Range 9
Interquartile range 2

Descriptive statistics

Standard deviation 1.8208
Coef of variation 0.31879
Kurtosis -0.24264
Mean 5.7115
MAD 1.4535
Skewness -0.35612
Sum 42625
Variance 3.3152
Memory size 65.5 KiB
Value Count Frequency (%)  
6.0 1886 22.5%
 
7.0 1383 16.5%
 
5.0 1272 15.2%
 
8.0 894 10.7%
 
4.0 722 8.6%
 
3.0 520 6.2%
 
2.0 412 4.9%
 
9.0 239 2.9%
 
1.0 73 0.9%
 
10.0 62 0.7%
 
(Missing) 915 10.9%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 73 0.9%
 
2.0 412 4.9%
 
3.0 520 6.2%
 
4.0 722 8.6%
 
5.0 1272 15.2%
 

Maximum 5 values

Value Count Frequency (%)  
6.0 1886 22.5%
 
7.0 1383 16.5%
 
8.0 894 10.7%
 
9.0 239 2.9%
 
10.0 62 0.7%
 

shar
Numeric

Distinct count 16
Unique (%) 0.2%
Missing (%) 12.7%
Missing (n) 1067
Infinite (%) 0.0%
Infinite (n) 0
Mean 5.4746
Minimum 0
Maximum 10
Zeros (%) 0.7%

Quantile statistics

Minimum 0
5-th percentile 2
Q1 4
Median 6
Q3 7
95-th percentile 9
Maximum 10
Range 10
Interquartile range 3

Descriptive statistics

Standard deviation 2.1564
Coef of variation 0.39389
Kurtosis -0.37447
Mean 5.4746
MAD 1.746
Skewness -0.19233
Sum 40024
Variance 4.6499
Memory size 65.5 KiB
Value Count Frequency (%)  
5.0 1465 17.5%
 
6.0 1248 14.9%
 
7.0 1150 13.7%
 
4.0 783 9.3%
 
8.0 771 9.2%
 
3.0 588 7.0%
 
2.0 485 5.8%
 
9.0 317 3.8%
 
1.0 239 2.9%
 
10.0 197 2.4%
 
Other values (5) 68 0.8%
 
(Missing) 1067 12.7%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 59 0.7%
 
1.0 239 2.9%
 
2.0 485 5.8%
 
3.0 588 7.0%
 
4.0 783 9.3%
 

Maximum 5 values

Value Count Frequency (%)  
7.5 4 0.0%
 
8.0 771 9.2%
 
8.5 2 0.0%
 
9.0 317 3.8%
 
10.0 197 2.4%
 

shar1_1
Numeric

Distinct count 86
Unique (%) 1.0%
Missing (%) 1.4%
Missing (n) 121
Infinite (%) 0.0%
Infinite (n) 0
Mean 11.845
Minimum 0
Maximum 30
Zeros (%) 8.5%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 9.52
Median 10.64
Q3 16
95-th percentile 20
Maximum 30
Range 30
Interquartile range 6.48

Descriptive statistics

Standard deviation 6.3622
Coef of variation 0.53711
Kurtosis -0.29146
Mean 11.845
MAD 5.185
Skewness -0.041448
Sum 97805
Variance 40.477
Memory size 65.5 KiB
Value Count Frequency (%)  
10.0 2003 23.9%
 
15.0 1065 12.7%
 
20.0 976 11.6%
 
5.0 953 11.4%
 
0.0 713 8.5%
 
16.0 152 1.8%
 
18.0 148 1.8%
 
12.0 113 1.3%
 
14.0 110 1.3%
 
8.0 91 1.1%
 
Other values (75) 1933 23.1%
 
(Missing) 121 1.4%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 713 8.5%
 
1.0 55 0.7%
 
2.0 19 0.2%
 
2.27 10 0.1%
 
2.38 20 0.2%
 

Maximum 5 values

Value Count Frequency (%)  
22.0 59 0.7%
 
22.22 10 0.1%
 
23.81 20 0.2%
 
25.0 87 1.0%
 
30.0 86 1.0%
 

shar1_2
Numeric

Distinct count 83
Unique (%) 1.0%
Missing (%) 10.9%
Missing (n) 915
Infinite (%) 0.0%
Infinite (n) 0
Mean 12.76
Minimum 0
Maximum 35
Zeros (%) 6.3%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 10
Median 13
Q3 16.67
95-th percentile 25
Maximum 35
Range 35
Interquartile range 6.67

Descriptive statistics

Standard deviation 6.6515
Coef of variation 0.52127
Kurtosis 0.17384
Mean 12.76
MAD 5.3199
Skewness 0.17474
Sum 95230
Variance 44.243
Memory size 65.5 KiB
Value Count Frequency (%)  
10.0 1902 22.7%
 
15.0 1025 12.2%
 
20.0 930 11.1%
 
5.0 742 8.9%
 
0.0 528 6.3%
 
25.0 247 2.9%
 
30.0 148 1.8%
 
14.58 116 1.4%
 
16.0 100 1.2%
 
14.29 92 1.1%
 
Other values (72) 1633 19.5%
 
(Missing) 915 10.9%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 528 6.3%
 
1.0 30 0.4%
 
2.0 9 0.1%
 
3.45 10 0.1%
 
4.0 30 0.4%
 

Maximum 5 values

Value Count Frequency (%)  
22.5 20 0.2%
 
25.0 247 2.9%
 
29.0 15 0.2%
 
30.0 148 1.8%
 
35.0 22 0.3%
 

shar1_3
Numeric

Distinct count 54
Unique (%) 0.6%
Missing (%) 52.6%
Missing (n) 4404
Infinite (%) 0.0%
Infinite (n) 0
Mean 12.699
Minimum 0
Maximum 55
Zeros (%) 3.1%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 10
Median 14.29
Q3 16.67
95-th percentile 20
Maximum 55
Range 55
Interquartile range 6.67

Descriptive statistics

Standard deviation 6.557
Coef of variation 0.51634
Kurtosis 5.0525
Mean 12.699
MAD 5.1665
Skewness 0.68595
Sum 50466
Variance 42.995
Memory size 65.5 KiB
Value Count Frequency (%)  
10.0 799 9.5%
 
20.0 584 7.0%
 
15.0 566 6.8%
 
5.0 508 6.1%
 
0.0 261 3.1%
 
16.67 148 1.8%
 
25.0 69 0.8%
 
18.0 62 0.7%
 
17.39 58 0.7%
 
14.29 57 0.7%
 
Other values (43) 862 10.3%
 
(Missing) 4404 52.6%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 261 3.1%
 
4.0 28 0.3%
 
4.65 10 0.1%
 
5.0 508 6.1%
 
6.12 20 0.2%
 

Maximum 5 values

Value Count Frequency (%)  
20.0 584 7.0%
 
23.0 18 0.2%
 
25.0 69 0.8%
 
30.0 19 0.2%
 
55.0 14 0.2%
 

shar1_s
Numeric

Distinct count 77
Unique (%) 0.9%
Missing (%) 51.1%
Missing (n) 4282
Infinite (%) 0.0%
Infinite (n) 0
Mean 12.458
Minimum 0
Maximum 30
Zeros (%) 1.5%

Quantile statistics

Minimum 0
5-th percentile 2
Q1 9
Median 12.5
Q3 16.28
95-th percentile 20
Maximum 30
Range 30
Interquartile range 7.28

Descriptive statistics

Standard deviation 5.9218
Coef of variation 0.47534
Kurtosis -0.0036463
Mean 12.458
MAD 4.852
Skewness 0.11496
Sum 51028
Variance 35.068
Memory size 65.5 KiB
Value Count Frequency (%)  
10.0 655 7.8%
 
15.0 388 4.6%
 
20.0 336 4.0%
 
5.0 312 3.7%
 
0.0 129 1.5%
 
8.0 111 1.3%
 
16.67 106 1.3%
 
9.0 98 1.2%
 
7.0 97 1.2%
 
6.0 95 1.1%
 
Other values (66) 1769 21.1%
 
(Missing) 4282 51.1%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 129 1.5%
 
1.0 51 0.6%
 
2.0 33 0.4%
 
3.0 21 0.3%
 
4.0 34 0.4%
 

Maximum 5 values

Value Count Frequency (%)  
20.93 20 0.2%
 
21.0 21 0.3%
 
24.14 20 0.2%
 
25.0 91 1.1%
 
30.0 48 0.6%
 

shar2_1
Numeric

Distinct count 74
Unique (%) 0.9%
Missing (%) 1.1%
Missing (n) 89
Infinite (%) 0.0%
Infinite (n) 0
Mean 11.855
Minimum 0
Maximum 30
Zeros (%) 6.6%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 10
Median 10
Q3 15.63
95-th percentile 20
Maximum 30
Range 30
Interquartile range 5.63

Descriptive statistics

Standard deviation 6.1673
Coef of variation 0.52024
Kurtosis -0.10689
Mean 11.855
MAD 4.9833
Skewness 0.095298
Sum 98265
Variance 38.036
Memory size 65.5 KiB
Value Count Frequency (%)  
10.0 2475 29.5%
 
5.0 1037 12.4%
 
15.0 942 11.2%
 
20.0 899 10.7%
 
0.0 553 6.6%
 
25.0 179 2.1%
 
18.0 126 1.5%
 
16.67 118 1.4%
 
16.0 92 1.1%
 
14.29 91 1.1%
 
Other values (63) 1777 21.2%
 
(Missing) 89 1.1%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 553 6.6%
 
1.0 73 0.9%
 
2.0 22 0.3%
 
2.63 10 0.1%
 
3.0 24 0.3%
 

Maximum 5 values

Value Count Frequency (%)  
20.0 899 10.7%
 
22.22 20 0.2%
 
23.0 14 0.2%
 
25.0 179 2.1%
 
30.0 83 1.0%
 

shar2_2
Numeric

Distinct count 65
Unique (%) 0.8%
Missing (%) 31.1%
Missing (n) 2603
Infinite (%) 0.0%
Infinite (n) 0
Mean 12.888
Minimum 0
Maximum 30
Zeros (%) 3.6%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 10
Median 13.95
Q3 16.515
95-th percentile 20
Maximum 30
Range 30
Interquartile range 6.515

Descriptive statistics

Standard deviation 5.6157
Coef of variation 0.43573
Kurtosis 0.027406
Mean 12.888
MAD 4.5712
Skewness -0.36438
Sum 74428
Variance 31.536
Memory size 65.5 KiB
Value Count Frequency (%)  
10.0 1517 18.1%
 
15.0 815 9.7%
 
20.0 746 8.9%
 
5.0 456 5.4%
 
0.0 303 3.6%
 
16.67 163 1.9%
 
16.0 100 1.2%
 
25.0 96 1.1%
 
13.95 88 1.1%
 
15.38 84 1.0%
 
Other values (54) 1407 16.8%
 
(Missing) 2603 31.1%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 303 3.6%
 
1.0 18 0.2%
 
2.0 23 0.3%
 
3.0 20 0.2%
 
4.0 20 0.2%
 

Maximum 5 values

Value Count Frequency (%)  
19.15 30 0.4%
 
20.0 746 8.9%
 
23.0 21 0.3%
 
25.0 96 1.1%
 
30.0 18 0.2%
 

shar2_3
Numeric

Distinct count 13
Unique (%) 0.2%
Missing (%) 75.9%
Missing (n) 6362
Infinite (%) 0.0%
Infinite (n) 0
Mean 11.966
Minimum 0
Maximum 45
Zeros (%) 1.8%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 5
Median 10
Q3 15
95-th percentile 20
Maximum 45
Range 45
Interquartile range 10

Descriptive statistics

Standard deviation 7.0121
Coef of variation 0.58599
Kurtosis 2.2811
Mean 11.966
MAD 5.5688
Skewness 0.77447
Sum 24124
Variance 49.169
Memory size 65.5 KiB
Value Count Frequency (%)  
10.0 669 8.0%
 
15.0 367 4.4%
 
5.0 341 4.1%
 
20.0 324 3.9%
 
0.0 154 1.8%
 
25.0 56 0.7%
 
18.0 35 0.4%
 
30.0 18 0.2%
 
19.0 14 0.2%
 
45.0 14 0.2%
 
Other values (2) 24 0.3%
 
(Missing) 6362 75.9%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 154 1.8%
 
4.0 10 0.1%
 
5.0 341 4.1%
 
10.0 669 8.0%
 
15.0 367 4.4%
 

Maximum 5 values

Value Count Frequency (%)  
19.0 14 0.2%
 
20.0 324 3.9%
 
25.0 56 0.7%
 
30.0 18 0.2%
 
45.0 14 0.2%
 

shar4_1
Numeric

Distinct count 26
Unique (%) 0.3%
Missing (%) 22.8%
Missing (n) 1911
Infinite (%) 0.0%
Infinite (n) 0
Mean 11.015
Minimum 0
Maximum 40
Zeros (%) 3.2%

Quantile statistics

Minimum 0
5-th percentile 2
Q1 7
Median 10
Q3 15
95-th percentile 20
Maximum 40
Range 40
Interquartile range 8

Descriptive statistics

Standard deviation 6.0602
Coef of variation 0.55018
Kurtosis 1.1887
Mean 11.015
MAD 4.7298
Skewness 0.77044
Sum 71233
Variance 36.725
Memory size 65.5 KiB
Value Count Frequency (%)  
10.0 1825 21.8%
 
15.0 853 10.2%
 
20.0 796 9.5%
 
5.0 765 9.1%
 
8.0 353 4.2%
 
7.0 338 4.0%
 
9.0 286 3.4%
 
0.0 271 3.2%
 
6.0 199 2.4%
 
4.0 116 1.4%
 
Other values (15) 665 7.9%
 
(Missing) 1911 22.8%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 271 3.2%
 
1.0 48 0.6%
 
2.0 36 0.4%
 
3.0 30 0.4%
 
4.0 116 1.4%
 

Maximum 5 values

Value Count Frequency (%)  
20.0 796 9.5%
 
24.0 21 0.3%
 
25.0 112 1.3%
 
30.0 53 0.6%
 
40.0 18 0.2%
 

shar4_2
Numeric

Distinct count 23
Unique (%) 0.3%
Missing (%) 31.1%
Missing (n) 2603
Infinite (%) 0.0%
Infinite (n) 0
Mean 11.321
Minimum 0
Maximum 40
Zeros (%) 3.4%

Quantile statistics

Minimum 0
5-th percentile 1
Q1 7
Median 10
Q3 15
95-th percentile 20
Maximum 40
Range 40
Interquartile range 8

Descriptive statistics

Standard deviation 6.2962
Coef of variation 0.55615
Kurtosis 1.3541
Mean 11.321
MAD 5.0442
Skewness 0.74391
Sum 65378
Variance 39.642
Memory size 65.5 KiB
Value Count Frequency (%)  
10.0 1462 17.5%
 
20.0 839 10.0%
 
15.0 822 9.8%
 
5.0 515 6.1%
 
7.0 499 6.0%
 
8.0 293 3.5%
 
0.0 288 3.4%
 
6.0 238 2.8%
 
9.0 230 2.7%
 
17.0 89 1.1%
 
Other values (12) 500 6.0%
 
(Missing) 2603 31.1%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 288 3.4%
 
1.0 48 0.6%
 
2.0 43 0.5%
 
4.0 40 0.5%
 
5.0 515 6.1%
 

Maximum 5 values

Value Count Frequency (%)  
21.0 15 0.2%
 
25.0 57 0.7%
 
30.0 46 0.5%
 
35.0 15 0.2%
 
40.0 22 0.3%
 

shar4_3
Numeric

Distinct count 17
Unique (%) 0.2%
Missing (%) 64.7%
Missing (n) 5419
Infinite (%) 0.0%
Infinite (n) 0
Mean 11.254
Minimum 0
Maximum 45
Zeros (%) 1.6%

Quantile statistics

Minimum 0
5-th percentile 1
Q1 7
Median 10
Q3 15
95-th percentile 20
Maximum 45
Range 45
Interquartile range 8

Descriptive statistics

Standard deviation 6.5162
Coef of variation 0.57902
Kurtosis 2.6251
Mean 11.254
MAD 5.1734
Skewness 1.0812
Sum 33300
Variance 42.461
Memory size 65.5 KiB
Value Count Frequency (%)  
10.0 651 7.8%
 
15.0 442 5.3%
 
20.0 386 4.6%
 
5.0 304 3.6%
 
8.0 255 3.0%
 
6.0 243 2.9%
 
7.0 191 2.3%
 
0.0 131 1.6%
 
9.0 118 1.4%
 
25.0 93 1.1%
 
Other values (6) 145 1.7%
 
(Missing) 5419 64.7%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 131 1.6%
 
1.0 20 0.2%
 
4.0 10 0.1%
 
5.0 304 3.6%
 
6.0 243 2.9%
 

Maximum 5 values

Value Count Frequency (%)  
17.0 56 0.7%
 
20.0 386 4.6%
 
25.0 93 1.1%
 
30.0 24 0.3%
 
45.0 14 0.2%
 

shar7_2
Numeric

Distinct count 15
Unique (%) 0.2%
Missing (%) 76.4%
Missing (n) 6404
Infinite (%) 0.0%
Infinite (n) 0
Mean 12.156
Minimum 0
Maximum 40
Zeros (%) 2.5%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 5
Median 10
Q3 20
95-th percentile 30
Maximum 40
Range 40
Interquartile range 15

Descriptive statistics

Standard deviation 8.2419
Coef of variation 0.67801
Kurtosis 0.021082
Mean 12.156
MAD 6.816
Skewness 0.56284
Sum 23996
Variance 67.929
Memory size 65.5 KiB
Value Count Frequency (%)  
10.0 437 5.2%
 
5.0 430 5.1%
 
20.0 314 3.7%
 
15.0 280 3.3%
 
0.0 213 2.5%
 
30.0 88 1.1%
 
25.0 87 1.0%
 
18.0 38 0.5%
 
13.0 18 0.2%
 
11.0 15 0.2%
 
Other values (4) 54 0.6%
 
(Missing) 6404 76.4%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 213 2.5%
 
2.0 10 0.1%
 
5.0 430 5.1%
 
10.0 437 5.2%
 
11.0 15 0.2%
 

Maximum 5 values

Value Count Frequency (%)  
18.0 38 0.5%
 
20.0 314 3.7%
 
25.0 87 1.0%
 
30.0 88 1.1%
 
40.0 15 0.2%
 

shar7_3
Numeric

Distinct count 16
Unique (%) 0.2%
Missing (%) 75.9%
Missing (n) 6362
Infinite (%) 0.0%
Infinite (n) 0
Mean 12.208
Minimum 0
Maximum 55
Zeros (%) 3.8%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 5
Median 10
Q3 20
95-th percentile 25
Maximum 55
Range 55
Interquartile range 15

Descriptive statistics

Standard deviation 8.616
Coef of variation 0.70577
Kurtosis 2.6732
Mean 12.208
MAD 6.975
Skewness 0.81744
Sum 24611
Variance 74.235
Memory size 65.5 KiB
Value Count Frequency (%)  
10.0 445 5.3%
 
20.0 423 5.0%
 
0.0 316 3.8%
 
5.0 284 3.4%
 
15.0 252 3.0%
 
25.0 104 1.2%
 
14.0 35 0.4%
 
18.0 30 0.4%
 
30.0 28 0.3%
 
17.0 21 0.3%
 
Other values (5) 78 0.9%
 
(Missing) 6362 75.9%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 316 3.8%
 
4.0 10 0.1%
 
5.0 284 3.4%
 
9.0 18 0.2%
 
10.0 445 5.3%
 

Maximum 5 values

Value Count Frequency (%)  
20.0 423 5.0%
 
25.0 104 1.2%
 
27.0 18 0.2%
 
30.0 28 0.3%
 
55.0 14 0.2%
 

shar_o
Numeric

Distinct count 16
Unique (%) 0.2%
Missing (%) 12.8%
Missing (n) 1076
Infinite (%) 0.0%
Infinite (n) 0
Mean 5.4749
Minimum 0
Maximum 10
Zeros (%) 0.7%

Quantile statistics

Minimum 0
5-th percentile 2
Q1 4
Median 6
Q3 7
95-th percentile 9
Maximum 10
Range 10
Interquartile range 3

Descriptive statistics

Standard deviation 2.1562
Coef of variation 0.39383
Kurtosis -0.37416
Mean 5.4749
MAD 1.7459
Skewness -0.19174
Sum 39978
Variance 4.649
Memory size 65.5 KiB
Value Count Frequency (%)  
5.0 1462 17.5%
 
6.0 1247 14.9%
 
7.0 1149 13.7%
 
4.0 783 9.3%
 
8.0 769 9.2%
 
3.0 588 7.0%
 
2.0 484 5.8%
 
9.0 317 3.8%
 
1.0 238 2.8%
 
10.0 197 2.4%
 
Other values (5) 68 0.8%
 
(Missing) 1076 12.8%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 59 0.7%
 
1.0 238 2.8%
 
2.0 484 5.8%
 
3.0 588 7.0%
 
4.0 783 9.3%
 

Maximum 5 values

Value Count Frequency (%)  
7.5 4 0.0%
 
8.0 769 9.2%
 
8.5 2 0.0%
 
9.0 317 3.8%
 
10.0 197 2.4%
 

shopping
Numeric

Distinct count 11
Unique (%) 0.1%
Missing (%) 0.9%
Missing (n) 79
Infinite (%) 0.0%
Infinite (n) 0
Mean 5.6313
Minimum 1
Maximum 10
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 4
Median 6
Q3 8
95-th percentile 10
Maximum 10
Range 9
Interquartile range 4

Descriptive statistics

Standard deviation 2.6089
Coef of variation 0.46329
Kurtosis -1.0092
Mean 5.6313
MAD 2.2093
Skewness -0.10602
Sum 46734
Variance 6.8064
Memory size 65.5 KiB
Value Count Frequency (%)  
7.0 1198 14.3%
 
5.0 1135 13.5%
 
6.0 1004 12.0%
 
2.0 936 11.2%
 
8.0 831 9.9%
 
9.0 796 9.5%
 
4.0 734 8.8%
 
3.0 599 7.1%
 
10.0 574 6.9%
 
1.0 492 5.9%
 
(Missing) 79 0.9%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 492 5.9%
 
2.0 936 11.2%
 
3.0 599 7.1%
 
4.0 734 8.8%
 
5.0 1135 13.5%
 

Maximum 5 values

Value Count Frequency (%)  
6.0 1004 12.0%
 
7.0 1198 14.3%
 
8.0 831 9.9%
 
9.0 796 9.5%
 
10.0 574 6.9%
 

sinc
Numeric

Distinct count 15
Unique (%) 0.2%
Missing (%) 3.3%
Missing (n) 277
Infinite (%) 0.0%
Infinite (n) 0
Mean 7.1752
Minimum 0
Maximum 10
Zeros (%) 0.1%

Quantile statistics

Minimum 0
5-th percentile 4
Q1 6
Median 7
Q3 8
95-th percentile 10
Maximum 10
Range 10
Interquartile range 2

Descriptive statistics

Standard deviation 1.7403
Coef of variation 0.24255
Kurtosis 0.74438
Mean 7.1752
MAD 1.349
Skewness -0.6379
Sum 58126
Variance 3.0287
Memory size 65.5 KiB
Value Count Frequency (%)  
8.0 2046 24.4%
 
7.0 1896 22.6%
 
6.0 1255 15.0%
 
9.0 930 11.1%
 
10.0 735 8.8%
 
5.0 701 8.4%
 
4.0 278 3.3%
 
3.0 134 1.6%
 
2.0 75 0.9%
 
1.0 38 0.5%
 
Other values (4) 13 0.2%
 
(Missing) 277 3.3%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 9 0.1%
 
1.0 38 0.5%
 
2.0 75 0.9%
 
3.0 134 1.6%
 
4.0 278 3.3%
 

Maximum 5 values

Value Count Frequency (%)  
7.5 1 0.0%
 
8.0 2046 24.4%
 
8.5 2 0.0%
 
9.0 930 11.1%
 
10.0 735 8.8%
 

sinc1_1
Numeric

Distinct count 79
Unique (%) 0.9%
Missing (%) 0.9%
Missing (n) 79
Infinite (%) 0.0%
Infinite (n) 0
Mean 17.396
Minimum 0
Maximum 60
Zeros (%) 2.5%

Quantile statistics

Minimum 0
5-th percentile 5
Q1 15
Median 18.18
Q3 20
95-th percentile 30
Maximum 60
Range 60
Interquartile range 5

Descriptive statistics

Standard deviation 7.0467
Coef of variation 0.40507
Kurtosis 2.5099
Mean 17.396
MAD 5.1468
Skewness 0.29225
Sum 144370
Variance 49.656
Memory size 65.5 KiB
Value Count Frequency (%)  
20.0 2269 27.1%
 
10.0 1038 12.4%
 
15.0 976 11.6%
 
25.0 645 7.7%
 
30.0 341 4.1%
 
5.0 303 3.6%
 
18.0 280 3.3%
 
0.0 208 2.5%
 
16.0 155 1.9%
 
16.67 101 1.2%
 
Other values (68) 1983 23.7%
 
(Missing) 79 0.9%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 208 2.5%
 
1.0 18 0.2%
 
2.0 19 0.2%
 
3.0 40 0.5%
 
5.0 303 3.6%
 

Maximum 5 values

Value Count Frequency (%)  
32.0 18 0.2%
 
35.0 59 0.7%
 
40.0 76 0.9%
 
47.0 14 0.2%
 
60.0 9 0.1%
 

sinc1_2
Numeric

Distinct count 72
Unique (%) 0.9%
Missing (%) 10.9%
Missing (n) 915
Infinite (%) 0.0%
Infinite (n) 0
Mean 15.865
Minimum 0
Maximum 50
Zeros (%) 2.4%

Quantile statistics

Minimum 0
5-th percentile 5
Q1 10
Median 16.67
Q3 20
95-th percentile 25
Maximum 50
Range 50
Interquartile range 10

Descriptive statistics

Standard deviation 6.6585
Coef of variation 0.41969
Kurtosis 1.5191
Mean 15.865
MAD 5.1314
Skewness 0.036698
Sum 118400
Variance 44.336
Memory size 65.5 KiB
Value Count Frequency (%)  
20.0 1910 22.8%
 
10.0 1258 15.0%
 
15.0 1098 13.1%
 
5.0 463 5.5%
 
25.0 324 3.9%
 
30.0 288 3.4%
 
0.0 205 2.4%
 
18.0 135 1.6%
 
16.67 124 1.5%
 
18.75 74 0.9%
 
Other values (61) 1584 18.9%
 
(Missing) 915 10.9%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 205 2.4%
 
1.0 41 0.5%
 
2.0 38 0.5%
 
3.0 9 0.1%
 
3.57 10 0.1%
 

Maximum 5 values

Value Count Frequency (%)  
25.0 324 3.9%
 
25.64 10 0.1%
 
29.0 21 0.3%
 
30.0 288 3.4%
 
50.0 19 0.2%
 

sinc1_3
Numeric

Distinct count 48
Unique (%) 0.6%
Missing (%) 52.6%
Missing (n) 4404
Infinite (%) 0.0%
Infinite (n) 0
Mean 16.589
Minimum 0
Maximum 65
Zeros (%) 1.7%

Quantile statistics

Minimum 0
5-th percentile 5
Q1 10
Median 16.67
Q3 20
95-th percentile 30
Maximum 65
Range 65
Interquartile range 10

Descriptive statistics

Standard deviation 7.4715
Coef of variation 0.4504
Kurtosis 5.6729
Mean 16.589
MAD 5.2843
Skewness 0.93429
Sum 65923
Variance 55.824
Memory size 65.5 KiB
Value Count Frequency (%)  
20.0 859 10.3%
 
10.0 663 7.9%
 
15.0 598 7.1%
 
25.0 205 2.4%
 
30.0 203 2.4%
 
5.0 188 2.2%
 
0.0 145 1.7%
 
16.67 102 1.2%
 
18.0 87 1.0%
 
16.0 56 0.7%
 
Other values (37) 868 10.4%
 
(Missing) 4404 52.6%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 145 1.7%
 
2.0 18 0.2%
 
5.0 188 2.2%
 
10.0 663 7.9%
 
14.0 10 0.1%
 

Maximum 5 values

Value Count Frequency (%)  
25.0 205 2.4%
 
30.0 203 2.4%
 
35.0 21 0.3%
 
50.0 25 0.3%
 
65.0 9 0.1%
 

sinc1_s
Numeric

Distinct count 68
Unique (%) 0.8%
Missing (%) 51.1%
Missing (n) 4282
Infinite (%) 0.0%
Infinite (n) 0
Mean 15.434
Minimum 0
Maximum 50
Zeros (%) 1.1%

Quantile statistics

Minimum 0
5-th percentile 5
Q1 10
Median 15.79
Q3 20
95-th percentile 25
Maximum 50
Range 50
Interquartile range 10

Descriptive statistics

Standard deviation 6.9153
Coef of variation 0.44805
Kurtosis 2.5198
Mean 15.434
MAD 5.2963
Skewness 0.63105
Sum 63219
Variance 47.822
Memory size 65.5 KiB
Value Count Frequency (%)  
10.0 558 6.7%
 
20.0 527 6.3%
 
15.0 436 5.2%
 
7.0 144 1.7%
 
30.0 142 1.7%
 
16.67 138 1.6%
 
25.0 135 1.6%
 
9.0 133 1.6%
 
8.0 129 1.5%
 
18.0 117 1.4%
 
Other values (57) 1637 19.5%
 
(Missing) 4282 51.1%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 88 1.1%
 
1.0 18 0.2%
 
2.44 20 0.2%
 
4.76 20 0.2%
 
5.0 112 1.3%
 

Maximum 5 values

Value Count Frequency (%)  
25.0 135 1.6%
 
28.0 21 0.3%
 
30.0 142 1.7%
 
38.0 21 0.3%
 
50.0 19 0.2%
 

sinc2_1
Numeric

Distinct count 81
Unique (%) 1.0%
Missing (%) 0.9%
Missing (n) 79
Infinite (%) 0.0%
Infinite (n) 0
Mean 13.274
Minimum 0
Maximum 50
Zeros (%) 5.1%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 10
Median 15
Q3 18.75
95-th percentile 25
Maximum 50
Range 50
Interquartile range 8.75

Descriptive statistics

Standard deviation 6.9768
Coef of variation 0.52561
Kurtosis 0.55328
Mean 13.274
MAD 5.6946
Skewness 0.23943
Sum 110160
Variance 48.675
Memory size 65.5 KiB
Value Count Frequency (%)  
10.0 1848 22.1%
 
20.0 1196 14.3%
 
15.0 1148 13.7%
 
5.0 1063 12.7%
 
0.0 430 5.1%
 
25.0 329 3.9%
 
30.0 176 2.1%
 
16.67 123 1.5%
 
18.0 99 1.2%
 
16.0 96 1.1%
 
Other values (70) 1791 21.4%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 430 5.1%
 
1.0 96 1.1%
 
2.0 37 0.4%
 
3.0 49 0.6%
 
5.0 1063 12.7%
 

Maximum 5 values

Value Count Frequency (%)  
25.0 329 3.9%
 
28.0 18 0.2%
 
30.0 176 2.1%
 
40.0 10 0.1%
 
50.0 10 0.1%
 

sinc2_2
Numeric

Distinct count 68
Unique (%) 0.8%
Missing (%) 31.1%
Missing (n) 2603
Infinite (%) 0.0%
Infinite (n) 0
Mean 13.898
Minimum 0
Maximum 40
Zeros (%) 2.4%

Quantile statistics

Minimum 0
5-th percentile 2
Q1 10
Median 15
Q3 19.23
95-th percentile 20
Maximum 40
Range 40
Interquartile range 9.23

Descriptive statistics

Standard deviation 6.1717
Coef of variation 0.44406
Kurtosis 0.48112
Mean 13.898
MAD 5.0319
Skewness -0.095427
Sum 80262
Variance 38.09
Memory size 65.5 KiB
Value Count Frequency (%)  
10.0 1272 15.2%
 
20.0 1129 13.5%
 
15.0 693 8.3%
 
5.0 480 5.7%
 
0.0 200 2.4%
 
18.18 143 1.7%
 
16.67 123 1.5%
 
2.0 94 1.1%
 
30.0 83 1.0%
 
25.0 78 0.9%
 
Other values (57) 1480 17.7%
 
(Missing) 2603 31.1%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 200 2.4%
 
1.0 18 0.2%
 
2.0 94 1.1%
 
3.0 9 0.1%
 
5.0 480 5.7%
 

Maximum 5 values

Value Count Frequency (%)  
20.41 20 0.2%
 
20.51 20 0.2%
 
25.0 78 0.9%
 
30.0 83 1.0%
 
40.0 15 0.2%
 

sinc2_3
Numeric

Distinct count 14
Unique (%) 0.2%
Missing (%) 64.7%
Missing (n) 5419
Infinite (%) 0.0%
Infinite (n) 0
Mean 10.923
Minimum 0
Maximum 50
Zeros (%) 2.3%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 7
Median 10
Q3 15
95-th percentile 20
Maximum 50
Range 50
Interquartile range 8

Descriptive statistics

Standard deviation 6.2263
Coef of variation 0.57
Kurtosis 3.5638
Mean 10.923
MAD 4.927
Skewness 0.94563
Sum 32322
Variance 38.767
Memory size 65.5 KiB
Value Count Frequency (%)  
10.0 667 8.0%
 
20.0 517 6.2%
 
15.0 407 4.9%
 
7.0 279 3.3%
 
5.0 261 3.1%
 
8.0 253 3.0%
 
0.0 196 2.3%
 
6.0 148 1.8%
 
9.0 138 1.6%
 
16.0 35 0.4%
 
Other values (3) 58 0.7%
 
(Missing) 5419 64.7%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 196 2.3%
 
3.0 20 0.2%
 
5.0 261 3.1%
 
6.0 148 1.8%
 
7.0 279 3.3%
 

Maximum 5 values

Value Count Frequency (%)  
15.0 407 4.9%
 
16.0 35 0.4%
 
20.0 517 6.2%
 
25.0 29 0.3%
 
50.0 9 0.1%
 

sinc3_1
Numeric

Distinct count 10
Unique (%) 0.1%
Missing (%) 1.3%
Missing (n) 105
Infinite (%) 0.0%
Infinite (n) 0
Mean 8.2949
Minimum 2
Maximum 10
Zeros (%) 0.0%

Quantile statistics

Minimum 2
5-th percentile 6
Q1 8
Median 8
Q3 9
95-th percentile 10
Maximum 10
Range 8
Interquartile range 1

Descriptive statistics

Standard deviation 1.4075
Coef of variation 0.16968
Kurtosis 1.8572
Mean 8.2949
MAD 1.1049
Skewness -1.0802
Sum 68624
Variance 1.9809
Memory size 65.5 KiB
Value Count Frequency (%)  
9.0 2393 28.6%
 
8.0 2221 26.5%
 
10.0 1691 20.2%
 
7.0 1159 13.8%
 
6.0 501 6.0%
 
5.0 154 1.8%
 
4.0 94 1.1%
 
2.0 36 0.4%
 
3.0 24 0.3%
 
(Missing) 105 1.3%
 

Minimum 5 values

Value Count Frequency (%)  
2.0 36 0.4%
 
3.0 24 0.3%
 
4.0 94 1.1%
 
5.0 154 1.8%
 
6.0 501 6.0%
 

Maximum 5 values

Value Count Frequency (%)  
6.0 501 6.0%
 
7.0 1159 13.8%
 
8.0 2221 26.5%
 
9.0 2393 28.6%
 
10.0 1691 20.2%
 

sinc3_2
Numeric

Distinct count 10
Unique (%) 0.1%
Missing (%) 10.9%
Missing (n) 915
Infinite (%) 0.0%
Infinite (n) 0
Mean 7.9315
Minimum 2
Maximum 10
Zeros (%) 0.0%

Quantile statistics

Minimum 2
5-th percentile 5
Q1 7
Median 8
Q3 9
95-th percentile 10
Maximum 10
Range 8
Interquartile range 2

Descriptive statistics

Standard deviation 1.5032
Coef of variation 0.18953
Kurtosis 1.7722
Mean 7.9315
MAD 1.1191
Skewness -1.0386
Sum 59193
Variance 2.2597
Memory size 65.5 KiB
Value Count Frequency (%)  
8.0 2078 24.8%
 
9.0 1874 22.4%
 
7.0 1615 19.3%
 
10.0 982 11.7%
 
6.0 423 5.0%
 
5.0 252 3.0%
 
4.0 119 1.4%
 
3.0 64 0.8%
 
2.0 56 0.7%
 
(Missing) 915 10.9%
 

Minimum 5 values

Value Count Frequency (%)  
2.0 56 0.7%
 
3.0 64 0.8%
 
4.0 119 1.4%
 
5.0 252 3.0%
 
6.0 423 5.0%
 

Maximum 5 values

Value Count Frequency (%)  
6.0 423 5.0%
 
7.0 1615 19.3%
 
8.0 2078 24.8%
 
9.0 1874 22.4%
 
10.0 982 11.7%
 

sinc3_3
Numeric

Distinct count 11
Unique (%) 0.1%
Missing (%) 52.6%
Missing (n) 4404
Infinite (%) 0.0%
Infinite (n) 0
Mean 8.0934
Minimum 2
Maximum 12
Zeros (%) 0.0%

Quantile statistics

Minimum 2
5-th percentile 6
Q1 7
Median 8
Q3 9
95-th percentile 10
Maximum 12
Range 10
Interquartile range 2

Descriptive statistics

Standard deviation 1.6103
Coef of variation 0.19897
Kurtosis 1.5415
Mean 8.0934
MAD 1.1637
Skewness -0.27667
Sum 32163
Variance 2.5931
Memory size 65.5 KiB
Value Count Frequency (%)  
8.0 1204 14.4%
 
9.0 1031 12.3%
 
7.0 660 7.9%
 
10.0 368 4.4%
 
6.0 343 4.1%
 
12.0 173 2.1%
 
5.0 110 1.3%
 
3.0 36 0.4%
 
4.0 31 0.4%
 
2.0 18 0.2%
 
(Missing) 4404 52.6%
 

Minimum 5 values

Value Count Frequency (%)  
2.0 18 0.2%
 
3.0 36 0.4%
 
4.0 31 0.4%
 
5.0 110 1.3%
 
6.0 343 4.1%
 

Maximum 5 values

Value Count Frequency (%)  
7.0 660 7.9%
 
8.0 1204 14.4%
 
9.0 1031 12.3%
 
10.0 368 4.4%
 
12.0 173 2.1%
 

sinc3_s
Numeric

Distinct count 12
Unique (%) 0.1%
Missing (%) 52.3%
Missing (n) 4378
Infinite (%) 0.0%
Infinite (n) 0
Mean 8.082
Minimum 1
Maximum 10
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 5
Q1 7
Median 8
Q3 9
95-th percentile 10
Maximum 10
Range 9
Interquartile range 2

Descriptive statistics

Standard deviation 1.4557
Coef of variation 0.18012
Kurtosis 2.2129
Mean 8.082
MAD 1.0624
Skewness -1.1438
Sum 32328
Variance 2.1192
Memory size 65.5 KiB
Value Count Frequency (%)  
8.0 1254 15.0%
 
9.0 1040 12.4%
 
7.0 674 8.0%
 
10.0 610 7.3%
 
6.0 157 1.9%
 
5.0 150 1.8%
 
4.0 63 0.8%
 
3.0 21 0.3%
 
2.0 15 0.2%
 
7.5 10 0.1%
 
(Missing) 4378 52.3%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 6 0.1%
 
2.0 15 0.2%
 
3.0 21 0.3%
 
4.0 63 0.8%
 
5.0 150 1.8%
 

Maximum 5 values

Value Count Frequency (%)  
7.0 674 8.0%
 
7.5 10 0.1%
 
8.0 1254 15.0%
 
9.0 1040 12.4%
 
10.0 610 7.3%
 

sinc4_1
Numeric

Distinct count 25
Unique (%) 0.3%
Missing (%) 22.5%
Missing (n) 1889
Infinite (%) 0.0%
Infinite (n) 0
Mean 11.072
Minimum 0
Maximum 35
Zeros (%) 4.3%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 6
Median 10
Q3 15
95-th percentile 20
Maximum 35
Range 35
Interquartile range 9

Descriptive statistics

Standard deviation 6.6592
Coef of variation 0.60147
Kurtosis 0.66716
Mean 11.072
MAD 5.2177
Skewness 0.81371
Sum 71843
Variance 44.345
Memory size 65.5 KiB
Value Count Frequency (%)  
10.0 1696 20.2%
 
20.0 868 10.4%
 
5.0 844 10.1%
 
15.0 730 8.7%
 
0.0 363 4.3%
 
7.0 358 4.3%
 
8.0 347 4.1%
 
9.0 249 3.0%
 
6.0 215 2.6%
 
30.0 169 2.0%
 
Other values (14) 650 7.8%
 
(Missing) 1889 22.5%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 363 4.3%
 
1.0 18 0.2%
 
2.0 24 0.3%
 
3.0 103 1.2%
 
4.0 86 1.0%
 

Maximum 5 values

Value Count Frequency (%)  
20.0 868 10.4%
 
22.0 9 0.1%
 
25.0 97 1.2%
 
30.0 169 2.0%
 
35.0 23 0.3%
 

sinc4_2
Numeric

Distinct count 23
Unique (%) 0.3%
Missing (%) 31.1%
Missing (n) 2603
Infinite (%) 0.0%
Infinite (n) 0
Mean 11.929
Minimum 0
Maximum 35
Zeros (%) 2.3%

Quantile statistics

Minimum 0
5-th percentile 2
Q1 8
Median 10
Q3 15
95-th percentile 20
Maximum 35
Range 35
Interquartile range 7

Descriptive statistics

Standard deviation 6.4016
Coef of variation 0.53663
Kurtosis 0.59004
Mean 11.929
MAD 5.2058
Skewness 0.70256
Sum 68891
Variance 40.98
Memory size 65.5 KiB
Value Count Frequency (%)  
10.0 1585 18.9%
 
15.0 920 11.0%
 
20.0 844 10.1%
 
8.0 434 5.2%
 
5.0 389 4.6%
 
7.0 352 4.2%
 
6.0 222 2.6%
 
0.0 195 2.3%
 
30.0 144 1.7%
 
9.0 132 1.6%
 
Other values (12) 558 6.7%
 
(Missing) 2603 31.1%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 195 2.3%
 
1.0 20 0.2%
 
2.0 75 0.9%
 
3.0 45 0.5%
 
4.0 56 0.7%
 

Maximum 5 values

Value Count Frequency (%)  
20.0 844 10.1%
 
22.0 14 0.2%
 
25.0 88 1.1%
 
30.0 144 1.7%
 
35.0 21 0.3%
 

sinc4_3
Numeric

Distinct count 17
Unique (%) 0.2%
Missing (%) 64.7%
Missing (n) 5419
Infinite (%) 0.0%
Infinite (n) 0
Mean 10.751
Minimum 0
Maximum 40
Zeros (%) 1.6%

Quantile statistics

Minimum 0
5-th percentile 3
Q1 7
Median 10
Q3 15
95-th percentile 20
Maximum 40
Range 40
Interquartile range 8

Descriptive statistics

Standard deviation 5.7404
Coef of variation 0.53392
Kurtosis 1.6309
Mean 10.751
MAD 4.4693
Skewness 0.80279
Sum 31813
Variance 32.952
Memory size 65.5 KiB
Value Count Frequency (%)  
10.0 795 9.5%
 
15.0 448 5.3%
 
20.0 385 4.6%
 
7.0 354 4.2%
 
5.0 260 3.1%
 
8.0 147 1.8%
 
9.0 143 1.7%
 
0.0 138 1.6%
 
6.0 128 1.5%
 
3.0 40 0.5%
 
Other values (6) 121 1.4%
 
(Missing) 5419 64.7%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 138 1.6%
 
3.0 40 0.5%
 
4.0 20 0.2%
 
5.0 260 3.1%
 
6.0 128 1.5%
 

Maximum 5 values

Value Count Frequency (%)  
18.0 21 0.3%
 
20.0 385 4.6%
 
22.0 18 0.2%
 
30.0 18 0.2%
 
40.0 9 0.1%
 

sinc5_1
Numeric

Distinct count 11
Unique (%) 0.1%
Missing (%) 41.4%
Missing (n) 3472
Infinite (%) 0.0%
Infinite (n) 0
Mean 7.9272
Minimum 1
Maximum 10
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 5
Q1 7
Median 8
Q3 9
95-th percentile 10
Maximum 10
Range 9
Interquartile range 2

Descriptive statistics

Standard deviation 1.6271
Coef of variation 0.20525
Kurtosis 1.0436
Mean 7.9272
MAD 1.2662
Skewness -0.82839
Sum 38891
Variance 2.6473
Memory size 65.5 KiB
Value Count Frequency (%)  
8.0 1212 14.5%
 
9.0 991 11.8%
 
10.0 943 11.3%
 
7.0 867 10.3%
 
6.0 564 6.7%
 
5.0 207 2.5%
 
4.0 52 0.6%
 
2.0 40 0.5%
 
3.0 20 0.2%
 
1.0 10 0.1%
 
(Missing) 3472 41.4%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 10 0.1%
 
2.0 40 0.5%
 
3.0 20 0.2%
 
4.0 52 0.6%
 
5.0 207 2.5%
 

Maximum 5 values

Value Count Frequency (%)  
6.0 564 6.7%
 
7.0 867 10.3%
 
8.0 1212 14.5%
 
9.0 991 11.8%
 
10.0 943 11.3%
 

sinc5_2
Numeric

Distinct count 10
Unique (%) 0.1%
Missing (%) 47.8%
Missing (n) 4001
Infinite (%) 0.0%
Infinite (n) 0
Mean 7.3941
Minimum 2
Maximum 10
Zeros (%) 0.0%

Quantile statistics

Minimum 2
5-th percentile 5
Q1 6
Median 8
Q3 8
95-th percentile 10
Maximum 10
Range 8
Interquartile range 2

Descriptive statistics

Standard deviation 1.5881
Coef of variation 0.21479
Kurtosis 0.88524
Mean 7.3941
MAD 1.2519
Skewness -0.72602
Sum 32364
Variance 2.5222
Memory size 65.5 KiB
Value Count Frequency (%)  
8.0 1346 16.1%
 
7.0 912 10.9%
 
6.0 730 8.7%
 
9.0 627 7.5%
 
10.0 352 4.2%
 
5.0 199 2.4%
 
3.0 90 1.1%
 
4.0 81 1.0%
 
2.0 40 0.5%
 
(Missing) 4001 47.8%
 

Minimum 5 values

Value Count Frequency (%)  
2.0 40 0.5%
 
3.0 90 1.1%
 
4.0 81 1.0%
 
5.0 199 2.4%
 
6.0 730 8.7%
 

Maximum 5 values

Value Count Frequency (%)  
6.0 730 8.7%
 
7.0 912 10.9%
 
8.0 1346 16.1%
 
9.0 627 7.5%
 
10.0 352 4.2%
 

sinc5_3
Numeric

Distinct count 10
Unique (%) 0.1%
Missing (%) 75.9%
Missing (n) 6362
Infinite (%) 0.0%
Infinite (n) 0
Mean 7.6151
Minimum 2
Maximum 10
Zeros (%) 0.0%

Quantile statistics

Minimum 2
5-th percentile 5
Q1 7
Median 8
Q3 9
95-th percentile 10
Maximum 10
Range 8
Interquartile range 2

Descriptive statistics

Standard deviation 1.5046
Coef of variation 0.19758
Kurtosis 0.79465
Mean 7.6151
MAD 1.2001
Skewness -0.83692
Sum 15352
Variance 2.2637
Memory size 65.5 KiB
Value Count Frequency (%)  
8.0 561 6.7%
 
9.0 504 6.0%
 
7.0 440 5.3%
 
6.0 173 2.1%
 
5.0 150 1.8%
 
10.0 124 1.5%
 
4.0 43 0.5%
 
2.0 15 0.2%
 
3.0 6 0.1%
 
(Missing) 6362 75.9%
 

Minimum 5 values

Value Count Frequency (%)  
2.0 15 0.2%
 
3.0 6 0.1%
 
4.0 43 0.5%
 
5.0 150 1.8%
 
6.0 173 2.1%
 

Maximum 5 values

Value Count Frequency (%)  
6.0 173 2.1%
 
7.0 440 5.3%
 
8.0 561 6.7%
 
9.0 504 6.0%
 
10.0 124 1.5%
 

sinc7_2
Numeric

Distinct count 17
Unique (%) 0.2%
Missing (%) 76.7%
Missing (n) 6423
Infinite (%) 0.0%
Infinite (n) 0
Mean 13.53
Minimum 0
Maximum 40
Zeros (%) 2.1%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 10
Median 10
Q3 20
95-th percentile 25
Maximum 40
Range 40
Interquartile range 10

Descriptive statistics

Standard deviation 7.9775
Coef of variation 0.58962
Kurtosis 0.91261
Mean 13.53
MAD 6.4821
Skewness 0.56141
Sum 26451
Variance 63.64
Memory size 65.5 KiB
Value Count Frequency (%)  
10.0 610 7.3%
 
20.0 443 5.3%
 
5.0 203 2.4%
 
15.0 196 2.3%
 
0.0 173 2.1%
 
25.0 122 1.5%
 
40.0 40 0.5%
 
16.0 34 0.4%
 
17.0 33 0.4%
 
18.0 18 0.2%
 
Other values (6) 83 1.0%
 
(Missing) 6423 76.7%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 173 2.1%
 
5.0 203 2.4%
 
9.0 10 0.1%
 
10.0 610 7.3%
 
11.0 15 0.2%
 

Maximum 5 values

Value Count Frequency (%)  
20.0 443 5.3%
 
23.0 7 0.1%
 
25.0 122 1.5%
 
30.0 18 0.2%
 
40.0 40 0.5%
 

sinc7_3
Numeric

Distinct count 14
Unique (%) 0.2%
Missing (%) 75.9%
Missing (n) 6362
Infinite (%) 0.0%
Infinite (n) 0
Mean 15.654
Minimum 0
Maximum 60
Zeros (%) 2.2%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 10
Median 15
Q3 20
95-th percentile 30
Maximum 60
Range 60
Interquartile range 10

Descriptive statistics

Standard deviation 9.3363
Coef of variation 0.59641
Kurtosis 1.6798
Mean 15.654
MAD 7.198
Skewness 0.64846
Sum 31559
Variance 87.166
Memory size 65.5 KiB
Value Count Frequency (%)  
20.0 495 5.9%
 
10.0 394 4.7%
 
15.0 353 4.2%
 
30.0 184 2.2%
 
0.0 183 2.2%
 
5.0 163 1.9%
 
25.0 99 1.2%
 
40.0 41 0.5%
 
18.0 35 0.4%
 
14.0 21 0.3%
 
Other values (3) 48 0.6%
 
(Missing) 6362 75.9%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 183 2.2%
 
5.0 163 1.9%
 
8.0 21 0.3%
 
10.0 394 4.7%
 
14.0 21 0.3%
 

Maximum 5 values

Value Count Frequency (%)  
20.0 495 5.9%
 
25.0 99 1.2%
 
30.0 184 2.2%
 
40.0 41 0.5%
 
60.0 9 0.1%
 

sinc_o
Numeric

Distinct count 15
Unique (%) 0.2%
Missing (%) 3.4%
Missing (n) 287
Infinite (%) 0.0%
Infinite (n) 0
Mean 7.1753
Minimum 0
Maximum 10
Zeros (%) 0.1%

Quantile statistics

Minimum 0
5-th percentile 4
Q1 6
Median 7
Q3 8
95-th percentile 10
Maximum 10
Range 10
Interquartile range 2

Descriptive statistics

Standard deviation 1.7406
Coef of variation 0.24258
Kurtosis 0.74526
Mean 7.1753
MAD 1.3492
Skewness -0.63872
Sum 58055
Variance 3.0296
Memory size 65.5 KiB
Value Count Frequency (%)  
8.0 2045 24.4%
 
7.0 1892 22.6%
 
6.0 1254 15.0%
 
9.0 929 11.1%
 
10.0 734 8.8%
 
5.0 699 8.3%
 
4.0 278 3.3%
 
3.0 134 1.6%
 
2.0 75 0.9%
 
1.0 38 0.5%
 
Other values (4) 13 0.2%
 
(Missing) 287 3.4%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 9 0.1%
 
1.0 38 0.5%
 
2.0 75 0.9%
 
3.0 134 1.6%
 
4.0 278 3.3%
 

Maximum 5 values

Value Count Frequency (%)  
7.5 1 0.0%
 
8.0 2045 24.4%
 
8.5 2 0.0%
 
9.0 929 11.1%
 
10.0 734 8.8%
 

sports
Numeric

Distinct count 11
Unique (%) 0.1%
Missing (%) 0.9%
Missing (n) 79
Infinite (%) 0.0%
Infinite (n) 0
Mean 6.4252
Minimum 1
Maximum 10
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 2
Q1 4
Median 7
Q3 9
95-th percentile 10
Maximum 10
Range 9
Interquartile range 5

Descriptive statistics

Standard deviation 2.619
Coef of variation 0.40762
Kurtosis -0.88236
Mean 6.4252
MAD 2.2289
Skewness -0.417
Sum 53323
Variance 6.8593
Memory size 65.5 KiB
Value Count Frequency (%)  
8.0 1294 15.4%
 
7.0 1185 14.1%
 
10.0 1069 12.8%
 
9.0 1052 12.6%
 
5.0 860 10.3%
 
6.0 760 9.1%
 
3.0 679 8.1%
 
4.0 584 7.0%
 
2.0 469 5.6%
 
1.0 347 4.1%
 
(Missing) 79 0.9%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 347 4.1%
 
2.0 469 5.6%
 
3.0 679 8.1%
 
4.0 584 7.0%
 
5.0 860 10.3%
 

Maximum 5 values

Value Count Frequency (%)  
6.0 760 9.1%
 
7.0 1185 14.1%
 
8.0 1294 15.4%
 
9.0 1052 12.6%
 
10.0 1069 12.8%
 

theater
Numeric

Distinct count 12
Unique (%) 0.1%
Missing (%) 0.9%
Missing (n) 79
Infinite (%) 0.0%
Infinite (n) 0
Mean 6.7761
Minimum 0
Maximum 10
Zeros (%) 0.2%

Quantile statistics

Minimum 0
5-th percentile 3
Q1 5
Median 7
Q3 9
95-th percentile 10
Maximum 10
Range 10
Interquartile range 4

Descriptive statistics

Standard deviation 2.2352
Coef of variation 0.32986
Kurtosis -0.28737
Mean 6.7761
MAD 1.8126
Skewness -0.54836
Sum 56235
Variance 4.9959
Memory size 65.5 KiB
Value Count Frequency (%)  
7.0 1618 19.3%
 
8.0 1338 16.0%
 
9.0 1197 14.3%
 
5.0 969 11.6%
 
6.0 950 11.3%
 
10.0 887 10.6%
 
4.0 534 6.4%
 
3.0 452 5.4%
 
2.0 189 2.3%
 
1.0 147 1.8%
 
(Missing) 79 0.9%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 18 0.2%
 
1.0 147 1.8%
 
2.0 189 2.3%
 
3.0 452 5.4%
 
4.0 534 6.4%
 

Maximum 5 values

Value Count Frequency (%)  
6.0 950 11.3%
 
7.0 1618 19.3%
 
8.0 1338 16.0%
 
9.0 1197 14.3%
 
10.0 887 10.6%
 

them_cal
Numeric

Distinct count 9
Unique (%) 0.1%
Missing (%) 52.6%
Missing (n) 4404
Infinite (%) 0.0%
Infinite (n) 0
Mean 0.98163
Minimum 0
Maximum 9
Zeros (%) 23.6%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 1
Q3 1
95-th percentile 4
Maximum 9
Range 9
Interquartile range 1

Descriptive statistics

Standard deviation 1.3821
Coef of variation 1.408
Kurtosis 6.1812
Mean 0.98163
MAD 0.9757
Skewness 2.0959
Sum 3901
Variance 1.9103
Memory size 65.5 KiB
Value Count Frequency (%)  
0.0 1975 23.6%
 
1.0 1059 12.6%
 
2.0 458 5.5%
 
4.0 208 2.5%
 
3.0 189 2.3%
 
5.0 46 0.5%
 
9.0 21 0.3%
 
6.0 18 0.2%
 
(Missing) 4404 52.6%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 1975 23.6%
 
1.0 1059 12.6%
 
2.0 458 5.5%
 
3.0 189 2.3%
 
4.0 208 2.5%
 

Maximum 5 values

Value Count Frequency (%)  
3.0 189 2.3%
 
4.0 208 2.5%
 
5.0 46 0.5%
 
6.0 18 0.2%
 
9.0 21 0.3%
 

tuition
Categorical

Distinct count 116
Unique (%) 1.4%
Missing (%) 57.2%
Missing (n) 4795
26,908.00
 
241
26,019.00
 
174
15,162.00
 
138
Other values (112)
3030
(Missing)
4795
Value Count Frequency (%)  
26,908.00 241 2.9%
 
26,019.00 174 2.1%
 
15,162.00 138 1.6%
 
25,380.00 112 1.3%
 
26,062.00 108 1.3%
 
27,395.00 96 1.1%
 
26,100.00 95 1.1%
 
26,892.00 92 1.1%
 
15,309.00 84 1.0%
 
21,645.00 83 1.0%
 
Other values (105) 2360 28.2%
 
(Missing) 4795 57.2%
 

tv
Numeric

Distinct count 11
Unique (%) 0.1%
Missing (%) 0.9%
Missing (n) 79
Infinite (%) 0.0%
Infinite (n) 0
Mean 5.3041
Minimum 1
Maximum 10
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 3
Median 6
Q3 7
95-th percentile 9
Maximum 10
Range 9
Interquartile range 4

Descriptive statistics

Standard deviation 2.5291
Coef of variation 0.47682
Kurtosis -0.89295
Mean 5.3041
MAD 2.1144
Skewness -0.12114
Sum 44019
Variance 6.3965
Memory size 65.5 KiB
Value Count Frequency (%)  
6.0 1381 16.5%
 
5.0 1073 12.8%
 
7.0 1023 12.2%
 
8.0 993 11.9%
 
1.0 858 10.2%
 
4.0 846 10.1%
 
3.0 651 7.8%
 
2.0 651 7.8%
 
9.0 464 5.5%
 
10.0 359 4.3%
 
(Missing) 79 0.9%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 858 10.2%
 
2.0 651 7.8%
 
3.0 651 7.8%
 
4.0 846 10.1%
 
5.0 1073 12.8%
 

Maximum 5 values

Value Count Frequency (%)  
6.0 1381 16.5%
 
7.0 1023 12.2%
 
8.0 993 11.9%
 
9.0 464 5.5%
 
10.0 359 4.3%
 

tvsports
Numeric

Distinct count 11
Unique (%) 0.1%
Missing (%) 0.9%
Missing (n) 79
Infinite (%) 0.0%
Infinite (n) 0
Mean 4.5755
Minimum 1
Maximum 10
Zeros (%) 0.0%

Quantile statistics

Minimum 1
5-th percentile 1
Q1 2
Median 4
Q3 7
95-th percentile 9
Maximum 10
Range 9
Interquartile range 5

Descriptive statistics

Standard deviation 2.8019
Coef of variation 0.61237
Kurtosis -1.1556
Mean 4.5755
MAD 2.4516
Skewness 0.28835
Sum 37972
Variance 7.8505
Memory size 65.5 KiB
Value Count Frequency (%)  
1.0 1522 18.2%
 
2.0 1124 13.4%
 
7.0 926 11.1%
 
3.0 898 10.7%
 
5.0 864 10.3%
 
8.0 743 8.9%
 
4.0 732 8.7%
 
6.0 650 7.8%
 
9.0 466 5.6%
 
10.0 374 4.5%
 
(Missing) 79 0.9%
 

Minimum 5 values

Value Count Frequency (%)  
1.0 1522 18.2%
 
2.0 1124 13.4%
 
3.0 898 10.7%
 
4.0 732 8.7%
 
5.0 864 10.3%
 

Maximum 5 values

Value Count Frequency (%)  
6.0 650 7.8%
 
7.0 926 11.1%
 
8.0 743 8.9%
 
9.0 466 5.6%
 
10.0 374 4.5%
 

undergra
Categorical

Distinct count 242
Unique (%) 2.9%
Missing (%) 41.3%
Missing (n) 3464
UC Berkeley
 
107
Harvard
 
104
Columbia
 
95
Other values (238)
4608
(Missing)
3464
Value Count Frequency (%)  
UC Berkeley 107 1.3%
 
Harvard 104 1.2%
 
Columbia 95 1.1%
 
Yale 86 1.0%
 
NYU 78 0.9%
 
Brown 66 0.8%
 
UCLA 66 0.8%
 
Cornell University 64 0.8%
 
Smith College 59 0.7%
 
Tufts University 47 0.6%
 
Other values (231) 4142 49.4%
 
(Missing) 3464 41.3%
 

wave
Highly correlated

This variable is highly correlated with iid and should be ignored for analysis

Correlation 0.99671

yoga
Numeric

Distinct count 12
Unique (%) 0.1%
Missing (%) 0.9%
Missing (n) 79
Infinite (%) 0.0%
Infinite (n) 0
Mean 4.3392
Minimum 0
Maximum 10
Zeros (%) 0.4%

Quantile statistics

Minimum 0
5-th percentile 1
Q1 2
Median 4
Q3 7
95-th percentile 9
Maximum 10
Range 10
Interquartile range 5

Descriptive statistics

Standard deviation 2.7176
Coef of variation 0.62629
Kurtosis -0.99117
Mean 4.3392
MAD 2.362
Skewness 0.39816
Sum 36011
Variance 7.3854
Memory size 65.5 KiB
Value Count Frequency (%)  
1.0 1549 18.5%
 
2.0 1212 14.5%
 
3.0 1044 12.5%
 
7.0 848 10.1%
 
6.0 844 10.1%
 
5.0 819 9.8%
 
4.0 705 8.4%
 
8.0 505 6.0%
 
9.0 419 5.0%
 
10.0 318 3.8%
 
(Missing) 79 0.9%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 36 0.4%
 
1.0 1549 18.5%
 
2.0 1212 14.5%
 
3.0 1044 12.5%
 
4.0 705 8.4%
 

Maximum 5 values

Value Count Frequency (%)  
6.0 844 10.1%
 
7.0 848 10.1%
 
8.0 505 6.0%
 
9.0 419 5.0%
 
10.0 318 3.8%
 

you_call
Numeric

Distinct count 10
Unique (%) 0.1%
Missing (%) 52.6%
Missing (n) 4404
Infinite (%) 0.0%
Infinite (n) 0
Mean 0.78083
Minimum 0
Maximum 21
Zeros (%) 29.0%

Quantile statistics

Minimum 0
5-th percentile 0
Q1 0
Median 0
Q3 1
95-th percentile 4
Maximum 21
Range 21
Interquartile range 1

Descriptive statistics

Standard deviation 1.6117
Coef of variation 2.0641
Kurtosis 63.234
Mean 0.78083
MAD 0.95491
Skewness 6.0929
Sum 3103
Variance 2.5976
Memory size 65.5 KiB
Value Count Frequency (%)  
0.0 2430 29.0%
 
1.0 841 10.0%
 
2.0 402 4.8%
 
4.0 104 1.2%
 
3.0 95 1.1%
 
5.0 41 0.5%
 
6.0 33 0.4%
 
8.0 18 0.2%
 
21.0 10 0.1%
 
(Missing) 4404 52.6%
 

Minimum 5 values

Value Count Frequency (%)  
0.0 2430 29.0%
 
1.0 841 10.0%
 
2.0 402 4.8%
 
3.0 95 1.1%
 
4.0 104 1.2%
 

Maximum 5 values

Value Count Frequency (%)  
4.0 104 1.2%
 
5.0 41 0.5%
 
6.0 33 0.4%
 
8.0 18 0.2%
 
21.0 10 0.1%
 

zipcode
Categorical

Distinct count 410
Unique (%) 4.9%
Missing (%) 12.7%
Missing (n) 1064
0
 
355
10,021
 
139
10,027
 
128
Other values (406)
6692
(Missing)
 
1064
Value Count Frequency (%)  
0 355 4.2%
 
10,021 139 1.7%
 
10,027 128 1.5%
 
10,025 121 1.4%
 
19,087 48 0.6%
 
92,064 41 0.5%
 
7,410 41 0.5%
 
11,235 39 0.5%
 
10,012 39 0.5%
 
91,011 37 0.4%
 
Other values (399) 6326 75.5%
 
(Missing) 1064 12.7%
 

Correlations

Sample

id gender idg condtn wave round position positin1 order partner pid match int_corr samerace age_o race_o pf_o_att pf_o_sin pf_o_int pf_o_fun pf_o_amb pf_o_sha dec_o attr_o sinc_o intel_o fun_o amb_o shar_o like_o prob_o met_o age field field_cd undergra mn_sat tuition race imprace imprelig from zipcode income goal date go_out career career_c sports tvsports exercise dining museums art hiking gaming clubbing reading tv theater movies concerts music shopping yoga exphappy expnum attr1_1 sinc1_1 intel1_1 fun1_1 amb1_1 shar1_1 attr4_1 sinc4_1 intel4_1 fun4_1 amb4_1 shar4_1 attr2_1 sinc2_1 intel2_1 fun2_1 amb2_1 shar2_1 attr3_1 sinc3_1 fun3_1 intel3_1 amb3_1 attr5_1 sinc5_1 intel5_1 fun5_1 amb5_1 dec attr sinc intel fun amb shar like prob met match_es attr1_s sinc1_s intel1_s fun1_s amb1_s shar1_s attr3_s sinc3_s intel3_s fun3_s amb3_s satis_2 length numdat_2 attr7_2 sinc7_2 intel7_2 fun7_2 amb7_2 shar7_2 attr1_2 sinc1_2 intel1_2 fun1_2 amb1_2 shar1_2 attr4_2 sinc4_2 intel4_2 fun4_2 amb4_2 shar4_2 attr2_2 sinc2_2 intel2_2 fun2_2 amb2_2 shar2_2 attr3_2 sinc3_2 intel3_2 fun3_2 amb3_2 attr5_2 sinc5_2 intel5_2 fun5_2 amb5_2 you_call them_cal date_3 numdat_3 num_in_3 attr1_3 sinc1_3 intel1_3 fun1_3 amb1_3 shar1_3 attr7_3 sinc7_3 intel7_3 fun7_3 amb7_3 shar7_3 attr4_3 sinc4_3 intel4_3 fun4_3 amb4_3 shar4_3 attr2_3 sinc2_3 intel2_3 fun2_3 amb2_3 shar2_3 attr3_3 sinc3_3 intel3_3 fun3_3 amb3_3 attr5_3 sinc5_3 intel5_3 fun5_3 amb5_3
iid
1 1.0 0 1 1 1 10 7 NaN 4 1 11.0 0 0.14 0 27.0 2.0 35.0 20.0 20.0 20.0 0.0 5.0 0 6.0 8.0 8.0 8.0 8.0 6.0 7.0 4.0 2.0 21.0 Law 1.0 NaN NaN NaN 4.0 2.0 4.0 Chicago 60,521 69,487.00 2.0 7.0 1.0 lawyer NaN 9.0 2.0 8.0 9.0 1.0 1.0 5.0 1.0 5.0 6.0 9.0 1.0 10.0 10.0 9.0 8.0 1.0 3.0 2.0 15.0 20.0 20.0 15.0 15.0 15.0 NaN NaN NaN NaN NaN NaN 35.0 20.0 15.0 20.0 5.0 5.0 6.0 8.0 8.0 8.0 7.0 NaN NaN NaN NaN NaN 1 6.0 9.0 7.0 7.0 6.0 5.0 7.0 6.0 2.0 4.0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 6.0 2.0 1.0 NaN NaN NaN NaN NaN NaN 19.44 16.67 13.89 22.22 11.11 16.67 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 6.0 7.0 8.0 7.0 6.0 NaN NaN NaN NaN NaN 1.0 1.0 0.0 NaN NaN 15.0 20.0 20.0 15.0 15.0 15.0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 5.0 7.0 7.0 7.0 7.0 NaN NaN NaN NaN NaN
1 1.0 0 1 1 1 10 7 NaN 3 2 12.0 0 0.54 0 22.0 2.0 60.0 0.0 0.0 40.0 0.0 0.0 0 7.0 8.0 10.0 7.0 7.0 5.0 8.0 4.0 2.0 21.0 Law 1.0 NaN NaN NaN 4.0 2.0 4.0 Chicago 60,521 69,487.00 2.0 7.0 1.0 lawyer NaN 9.0 2.0 8.0 9.0 1.0 1.0 5.0 1.0 5.0 6.0 9.0 1.0 10.0 10.0 9.0 8.0 1.0 3.0 2.0 15.0 20.0 20.0 15.0 15.0 15.0 NaN NaN NaN NaN NaN NaN 35.0 20.0 15.0 20.0 5.0 5.0 6.0 8.0 8.0 8.0 7.0 NaN NaN NaN NaN NaN 1 7.0 8.0 7.0 8.0 5.0 6.0 7.0 5.0 1.0 4.0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 6.0 2.0 1.0 NaN NaN NaN NaN NaN NaN 19.44 16.67 13.89 22.22 11.11 16.67 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 6.0 7.0 8.0 7.0 6.0 NaN NaN NaN NaN NaN 1.0 1.0 0.0 NaN NaN 15.0 20.0 20.0 15.0 15.0 15.0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 5.0 7.0 7.0 7.0 7.0 NaN NaN NaN NaN NaN
1 1.0 0 1 1 1 10 7 NaN 10 3 13.0 1 0.16 1 22.0 4.0 19.0 18.0 19.0 18.0 14.0 12.0 1 10.0 10.0 10.0 10.0 10.0 10.0 10.0 10.0 1.0 21.0 Law 1.0 NaN NaN NaN 4.0 2.0 4.0 Chicago 60,521 69,487.00 2.0 7.0 1.0 lawyer NaN 9.0 2.0 8.0 9.0 1.0 1.0 5.0 1.0 5.0 6.0 9.0 1.0 10.0 10.0 9.0 8.0 1.0 3.0 2.0 15.0 20.0 20.0 15.0 15.0 15.0 NaN NaN NaN NaN NaN NaN 35.0 20.0 15.0 20.0 5.0 5.0 6.0 8.0 8.0 8.0 7.0 NaN NaN NaN NaN NaN 1 5.0 8.0 9.0 8.0 5.0 7.0 7.0 NaN 1.0 4.0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 6.0 2.0 1.0 NaN NaN NaN NaN NaN NaN 19.44 16.67 13.89 22.22 11.11 16.67 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 6.0 7.0 8.0 7.0 6.0 NaN NaN NaN NaN NaN 1.0 1.0 0.0 NaN NaN 15.0 20.0 20.0 15.0 15.0 15.0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 5.0 7.0 7.0 7.0 7.0 NaN NaN NaN NaN NaN
1 1.0 0 1 1 1 10 7 NaN 5 4 14.0 1 0.61 0 23.0 2.0 30.0 5.0 15.0 40.0 5.0 5.0 1 7.0 8.0 9.0 8.0 9.0 8.0 7.0 7.0 2.0 21.0 Law 1.0 NaN NaN NaN 4.0 2.0 4.0 Chicago 60,521 69,487.00 2.0 7.0 1.0 lawyer NaN 9.0 2.0 8.0 9.0 1.0 1.0 5.0 1.0 5.0 6.0 9.0 1.0 10.0 10.0 9.0 8.0 1.0 3.0 2.0 15.0 20.0 20.0 15.0 15.0 15.0 NaN NaN NaN NaN NaN NaN 35.0 20.0 15.0 20.0 5.0 5.0 6.0 8.0 8.0 8.0 7.0 NaN NaN NaN NaN NaN 1 7.0 6.0 8.0 7.0 6.0 8.0 7.0 6.0 2.0 4.0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 6.0 2.0 1.0 NaN NaN NaN NaN NaN NaN 19.44 16.67 13.89 22.22 11.11 16.67 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 6.0 7.0 8.0 7.0 6.0 NaN NaN NaN NaN NaN 1.0 1.0 0.0 NaN NaN 15.0 20.0 20.0 15.0 15.0 15.0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 5.0 7.0 7.0 7.0 7.0 NaN NaN NaN NaN NaN
1 1.0 0 1 1 1 10 7 NaN 7 5 15.0 1 0.21 0 24.0 3.0 30.0 10.0 20.0 10.0 10.0 20.0 1 8.0 7.0 9.0 6.0 9.0 7.0 8.0 6.0 2.0 21.0 Law 1.0 NaN NaN NaN 4.0 2.0 4.0 Chicago 60,521 69,487.00 2.0 7.0 1.0 lawyer NaN 9.0 2.0 8.0 9.0 1.0 1.0 5.0 1.0 5.0 6.0 9.0 1.0 10.0 10.0 9.0 8.0 1.0 3.0 2.0 15.0 20.0 20.0 15.0 15.0 15.0 NaN NaN NaN NaN NaN NaN 35.0 20.0 15.0 20.0 5.0 5.0 6.0 8.0 8.0 8.0 7.0 NaN NaN NaN NaN NaN 1 5.0 6.0 7.0 7.0 6.0 6.0 6.0 6.0 2.0 4.0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 6.0 2.0 1.0 NaN NaN NaN NaN NaN NaN 19.44 16.67 13.89 22.22 11.11 16.67 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 6.0 7.0 8.0 7.0 6.0 NaN NaN NaN NaN NaN 1.0 1.0 0.0 NaN NaN 15.0 20.0 20.0 15.0 15.0 15.0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 5.0 7.0 7.0 7.0 7.0 NaN NaN NaN NaN NaN

После внимательного изучения файла speed_dating_data_Key.doc

и просмотра статистики ProfileReport

Описание значение столбцов которые показались наиболее интересные.

  • iid - unique subject number, group(wave id gender)
  • id - subject number within wave
  • gender - Female=0 Male=1
  • round - number of people that met in wave

  • order - the number of date that night when met partner

  • partner - partner’s id number the night of event
  • match - 1=yes, 0=no
  • age_o - age of partner
  • dec_o - decision of partner the night of event
  • attr_o - rating by partner the night of the event, for all 6 attributes

  • age - age

  • field - field of study
1= Law  
2= Math
3= Social Science, Psychologist 
4= Medical Science, Pharmaceuticals, and Bio Tech 
5= Engineering  
6= English/Creative Writing/ Journalism 
7= History/Religion/Philosophy 
8= Business/Econ/Finance 
9= Education, Academia 
10= Biological Sciences/Chemistry/Physics
11= Social Work 
12= Undergrad/undecided 
13=Political Science/International Affairs 
14=Film
15=Fine Arts/Arts Administration
16=Languages
17=Architecture
18=Other
  • goal - What is your primary goal in participating in this event? 
Seemed like a fun night out=1
    To meet new people=2
    To get a date=3
    Looking for a serious relationship=4
    To say I did it=5
    Other=6
  • date - In general, how frequently do you go on dates? 
Several times a week=1
    Twice a week=2
    Once a week=3
    Twice a month=4
    Once a month=5
    Several times a year=6
    Almost never=7
  • go_out - How often do you go out (not necessarily on dates)?
Several times a week=1
    Twice a week=2
    Once a week=3
    Twice a month=4
    Once a month=5
    Several times a year=6
    Almost never=7
  • career -What is your intended career?

  • career_c: career coded

1= Lawyer 
2= Academic/Research 
3= Psychologist 
4= Doctor/Medicine 
5=Engineer 
6= Creative Arts/Entertainment 
7= Banking/Consulting/Finance/Marketing/Business/CEO/Entrepreneur/Admin 
8= Real Estate 
9= International/Humanitarian Affairs 
10= Undecided 
11=Social Work
12=Speech Pathology
13=Politics
14=Pro sports/Athletics
15=Other
16=Journalism
17=Architecture
In [377]:
# Вывод данных которые наиболее интересные.
dating_data = dating_data[['id', 'gender','age','career', 'round',
             'order', 'partner', 'match', 'age_o', 'dec_o', 'field','goal', 'date', 'go_out'
            ]]
dating_data.head()
Out[377]:
id gender age career round order partner match age_o dec_o field goal date go_out
iid
1 1.0 0 21.0 lawyer 10 4 1 0 27.0 0 Law 2.0 7.0 1.0
1 1.0 0 21.0 lawyer 10 3 2 0 22.0 0 Law 2.0 7.0 1.0
1 1.0 0 21.0 lawyer 10 10 3 1 22.0 1 Law 2.0 7.0 1.0
1 1.0 0 21.0 lawyer 10 5 4 1 23.0 1 Law 2.0 7.0 1.0
1 1.0 0 21.0 lawyer 10 7 5 1 24.0 1 Law 2.0 7.0 1.0

Feature_engineering (Преобразование значений и названий столбцов)

In [378]:
def _feature_engineering_job_by_career_and_field_columns(row):
    """
    Результате работы ``pandas_profiling.ProfileReport`` показал основные характеристики столбцов;

    ``career`` -What is your intended career?
    ``field`` - field of study

    1. Lawyer	154	0.0% | Law	121	0.0% | Law	462	0.0% | law	123	0.0%
    2. professor	199	0.0% | Professor |	Academic	|    Scientist	91	0.0%
    3. Finance	202	0.0% | Business	521	0.0%  | business	110	0.0% | MBA	468	0.0% | Finance 113	0.0%
    4. Consulting	147	0.0% |  Social Worker	136	0.0%
    5. Other values (357)	6887	0.0%


    1. Social Work	378	0.0%
    2. International Affairs	252	0.0%
    3. Electrical Engineering	164	0.0% | Engineering
    4. Psychology	139	0.0%
    """
    career = str(row['career']).lower()
    field = str(row['field']).lower()

    job = career

    for i in range(2):
        if job in ['lawyer', 'law']:
            return 'lawyer'
        if 'lawyer' in job:
            return 'lawyer'
        if job in ['professor', 'academic', 'scientist', 'economic']:
            return 'scientist'
        if 'academic' in job:
            return 'scientist'
        if 'scientist' in job:
            return 'scientist'
        if job in ['finance', 'business', 'mba', 'economist']:
            return 'finance'
        if 'business' in job:
            return 'business'
        if 'bank' in 'job':
            return 'business'
        if job in ['social', 'consulting']:
            return 'social'
        if 'social' in job:
            return 'social'
        if 'engineer' in job:
            return 'engineer'
        if 'psychology' in job:
            return 'psychology'
        if 'teach' in job:
            return 'teacher'
        job = field

    # Default action return small len career or field
    if len(career) < len(field):
        return career

    return field
In [379]:
def feature_engineering_clean_data_convert_values(dating_data):

    # gender - Female=0 Male=1
    dating_data['gender'] = dating_data['gender'].apply(lambda x: 'F' if x == 0 else 'M')

    # feature engineering job by career and field columns
    dating_data['job'] = dating_data.apply(_feature_engineering_job_by_career_and_field_columns, axis=1)

    # drop unused column
    dating_data = dating_data.drop(columns=['career', 'field'])

    return dating_data
In [380]:
dating_data = feature_engineering_clean_data_convert_values(dating_data)
In [381]:
dating_data.head()
Out[381]:
id gender age round order partner match age_o dec_o goal date go_out job
iid
1 1.0 F 21.0 10 4 1 0 27.0 0 2.0 7.0 1.0 lawyer
1 1.0 F 21.0 10 3 2 0 22.0 0 2.0 7.0 1.0 lawyer
1 1.0 F 21.0 10 10 3 1 22.0 1 2.0 7.0 1.0 lawyer
1 1.0 F 21.0 10 5 4 1 23.0 1 2.0 7.0 1.0 lawyer
1 1.0 F 21.0 10 7 5 1 24.0 1 2.0 7.0 1.0 lawyer

Кто больше приходи на быстрые свидания, мужчины или женьщины ?

In [382]:
total = dating_data.groupby(['gender']).count().sort_values('id', ascending=False)['id']
total.plot.bar()
plt.show()

В какой сфере работают люди, участники '''быстрых свиданий''' Составить топ 20

In [383]:
total = dating_data.groupby(['job']).count().sort_values('id', ascending=False)['id'][:20]
total.plot.bar()
plt.show()

В каком возрасте мужчины и женщины идуи на быстрые свидания?

In [384]:
total = dating_data.groupby(['age']).count().sort_values('age', ascending=True)['id'][:40]
total.plot.bar()
plt.show()

1. Сколько раз женщины были выбраны мужчинами которых они не выбирали?

2. Сколько раз мужчины были выбраны женщинами которых они не выбирали?

In [385]:
gender_match_dec_o = dating_data[['gender', 'match', 'dec_o']]
In [386]:
female_not_match = gender_match_dec_o[np.logical_and(gender_match_dec_o.gender == 'F', gender_match_dec_o.match == 0)]
male_not_match = gender_match_dec_o[np.logical_and(gender_match_dec_o.gender == 'M', gender_match_dec_o.match == 0)]
In [387]:
female_not_match_have_been_matched = female_not_match[female_not_match.dec_o == 1]
male_not_match_have_been_matched = male_not_match[male_not_match.dec_o == 1]
In [388]:
print("Итого: без взаимности было выбрано женщин:")
print(female_not_match_have_been_matched.shape[0])
print("Итого: без взаимности было выбрано мужчин:")
print(male_not_match_have_been_matched.shape[0])
Итого: без взаимности было выбрано женщин:
1296
Итого: без взаимности было выбрано мужчин:
839

Сколько взаимных симпатий было в зависимости от возраста?

In [389]:
age_gender_match = dating_data[['age', 'match', 'gender']]
In [390]:
age_gender_matched = age_gender_match[age_gender_match.match == 1]
In [391]:
age_gender_matched_sorted = age_gender_matched.groupby(['age', 'gender']).count().sort_values('age', ascending=True)
age_gender_matched_sorted = age_gender_matched_sorted.reset_index()
plt.plot(
    age_gender_matched_sorted[age_gender_matched_sorted.gender == 'F']['age'], 
    age_gender_matched_sorted[age_gender_matched_sorted.gender == 'F'].match, label='Female' 
)

plt.plot(
    age_gender_matched_sorted[age_gender_matched_sorted.gender == 'M']['age'], 
    age_gender_matched_sorted[age_gender_matched_sorted.gender == 'M'].match, label='Male' 
)
plt.title('Количество взаимных симпатий было в зависимости от возраста.')
plt.xlabel('Возраст')
plt.ylabel('Количество взаимных симпатий')
plt.legend()
plt.show()

1. Какова основная цель участия в этом мероприятии у женщин?

2. Какова основная цель участия в этом мероприятии у мужчин?

  • goal - What is your primary goal in participating in this event? 
Seemed like a fun night out=1
    To meet new people=2
    To get a date=3
    Looking for a serious relationship=4
    To say I did it=5
    Other=6
In [392]:
goal_id_gender = dating_data[['goal', 'id', 'gender']]
In [393]:
dating_goal_female = goal_id_gender[goal_id_gender['gender'] == 'F']
dating_goal_male = goal_id_gender[goal_id_gender['gender'] == 'M']
In [394]:
dating_goal_count_female = dating_goal_female.groupby(['goal']).count()[['id']].reset_index()
dating_goal_count_male = dating_goal_male.groupby(['goal']).count()[['id']].reset_index()
plt.plot(
    dating_goal_count_female['goal'], 
    dating_goal_count_female.id, label='Female' 
)

plt.plot(
    dating_goal_count_male['goal'], 
    dating_goal_count_male.id, label='Male' 
)
plt.title('Количество: основная цель участия в этом мероприятии (F & M).')
plt.xlabel('Цель участия в этом мероприятии')
plt.ylabel('Количество человек выбрали данную цель.')
plt.text(3, 1200, ' - Seemed like a fun night out=1 \n - To meet new people=2 \n - To get a date=3\n - Looking for a serious relationship=4\n - To say I did it=5\n - Other=6')
plt.legend()
plt.show()